{
 "title": "UK BUSINESS AI UNIVERSE: Places: East of England",
 "built": "2026-10-31 17:13 UTC",
 "last_checked": "2026-10-29",
 "checked_range": [
  "2026-10-29",
  "2026-10-29"
 ],
 "as_of": "2026-10-29",
 "buckets": [
  {
   "key": "co",
   "label": "Companies",
   "color": "#d1495b",
   "count": 84
  },
  {
   "key": "inv",
   "label": "Investors and funds",
   "color": "#2e86de",
   "count": 1
  },
  {
   "key": "deal",
   "label": "Deals",
   "color": "#10ac84",
   "count": 0
  },
  {
   "key": "prog",
   "label": "Schemes, programmes and AI lines",
   "color": "#f39c12",
   "count": 10
  },
  {
   "key": "site",
   "label": "Data centres and compute sites",
   "color": "#8e44ad",
   "count": 17
  },
  {
   "key": "org",
   "label": "Networks, bodies, events and media",
   "color": "#34495e",
   "count": 8
  },
  {
   "key": "part",
   "label": "Partnerships and contracts",
   "color": "#e67e22",
   "count": 8
  },
  {
   "key": "prod",
   "label": "Chips, models and products",
   "color": "#e84393",
   "count": 25
  },
  {
   "key": "person",
   "label": "People",
   "color": "#9bbf00",
   "count": 7
  }
 ],
 "divisions": [
  {
   "key": "startups",
   "label": "Start-ups",
   "count": 41,
   "depts": [
    {
     "dept": "Companies",
     "count": 41
    }
   ]
  },
  {
   "key": "chips",
   "label": "Chips and hardware",
   "count": 40,
   "depts": [
    {
     "dept": "Companies",
     "count": 21
    },
    {
     "dept": "Chips, models and products",
     "count": 18
    },
    {
     "dept": "Schemes, programmes and AI lines",
     "count": 1
    }
   ]
  },
  {
   "key": "labs",
   "label": "Labs",
   "count": 17,
   "depts": [
    {
     "dept": "Companies",
     "count": 7
    },
    {
     "dept": "Chips, models and products",
     "count": 6
    },
    {
     "dept": "Data centres and compute sites",
     "count": 3
    },
    {
     "dept": "Networks, bodies, events and media",
     "count": 1
    }
   ]
  },
  {
   "key": "data-centres",
   "label": "Data centres",
   "count": 13,
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "count": 9
    },
    {
     "dept": "Companies",
     "count": 3
    },
    {
     "dept": "Networks, bodies, events and media",
     "count": 1
    }
   ]
  },
  {
   "key": "talent",
   "label": "Talent",
   "count": 13,
   "depts": [
    {
     "dept": "People",
     "count": 7
    },
    {
     "dept": "Schemes, programmes and AI lines",
     "count": 6
    }
   ]
  },
  {
   "key": "networks",
   "label": "Networks and media",
   "count": 10,
   "depts": [
    {
     "dept": "Networks, bodies, events and media",
     "count": 6
    },
    {
     "dept": "Schemes, programmes and AI lines",
     "count": 3
    },
    {
     "dept": "Data centres and compute sites",
     "count": 1
    }
   ]
  },
  {
   "key": "cloud",
   "label": "Cloud and compute",
   "count": 6,
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "count": 3
    },
    {
     "dept": "Partnerships and contracts",
     "count": 2
    },
    {
     "dept": "Companies",
     "count": 1
    }
   ]
  },
  {
   "key": "established",
   "label": "Established firms",
   "count": 6,
   "depts": [
    {
     "dept": "Partnerships and contracts",
     "count": 4
    },
    {
     "dept": "Companies",
     "count": 1
    },
    {
     "dept": "Chips, models and products",
     "count": 1
    }
   ]
  },
  {
   "key": "software",
   "label": "Software and tools",
   "count": 6,
   "depts": [
    {
     "dept": "Companies",
     "count": 6
    }
   ]
  },
  {
   "key": "big-tech",
   "label": "Big tech in the UK",
   "count": 4,
   "depts": [
    {
     "dept": "Partnerships and contracts",
     "count": 2
    },
    {
     "dept": "Companies",
     "count": 1
    },
    {
     "dept": "Data centres and compute sites",
     "count": 1
    }
   ]
  },
  {
   "key": "services",
   "label": "Services and skills",
   "count": 3,
   "depts": [
    {
     "dept": "Companies",
     "count": 3
    }
   ]
  },
  {
   "key": "investors",
   "label": "Investors",
   "count": 1,
   "depts": [
    {
     "dept": "Investors and funds",
     "count": 1
    }
   ]
  }
 ],
 "colleges": [],
 "nodes": [
  {
   "id": "BIZ-BIG-033",
   "name": "Samsung AI Center Cambridge",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Samsung Research's page lists Timothy Hospedales as Head of AIC-Cambridge and of Samsung's Europe AI Center; the page carries no date.",
   "one_line": "The Cambridge AI research laboratory of Samsung, working on on-device AI, machine learning and how people interact with devices.",
   "description": "Samsung Research runs an AI Center in Cambridge, UK, opened in 2018 according to the earlier pass (the 2018 Samsung release could not be re-opened in this session). Its research areas are Future Interaction, Embedded AI, and Machine Learning and Data Intelligence, covering topics such as vision and language, federated learning and neural rendering. Timothy Hospedales is listed as head of the Cambridge centre and of Samsung's Europe AI Center, and Georgios Tzimiropoulos as its leader. [Labs Round 7, 30 Oct 2026] Listed on Labs (Corporate research labs) [Big tech Round 1, 30 Oct 2026] Samsung Electronics (UK): commercial headquarters in Chertsey, Surrey; the Samsung AI Centre Cambridge was set up in 2018 with University of Cambridge researchers and works on on-device AI, model compression, mobile computer vision and robotics for Galaxy AI. (Big tech file, line 96; no source link given.)",
   "uk_status": "foreign_with_uk_base",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": "Samsung Electronics",
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (null)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Timothy Hospedales",
     "role": "Head of AIC-Cambridge and Head of Europe AI Center",
     "from": null,
     "source": "https://research.samsung.com/aicenter_cambridge"
    },
    {
     "name": "Georgios Tzimiropoulos",
     "role": "Leader of AIC-Cambridge",
     "from": null,
     "source": "https://research.samsung.com/aicenter_cambridge"
    },
    {
     "name": "Timothy Hospedales",
     "role": "Head of Europe AI Center; Head of AIC-Cambridge",
     "from": "not stated",
     "source": "https://research.samsung.com/aicenter_cambridge",
     "round4": true
    },
    {
     "name": "Georgios Tzimiropoulos",
     "role": "Leader of AIC-Cambridge",
     "from": "not stated",
     "source": "https://research.samsung.com/aicenter_cambridge",
     "round4": true
    },
    {
     "name": "Andrew Blake",
     "role": "Founding Head (past)",
     "from": "not stated",
     "source": "https://research.samsung.com/news/Head-of-Samsung-AI-Center-Cambridge-wins-2021-Longuet-Higgins-Prize",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems",
    "AI development and training"
   ],
   "sectors": [
    "consumer electronics",
    "on-device AI"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": "biz-samsung-uk",
   "type": "Companies",
   "category": "consumer electronics",
   "function": "The Cambridge AI research laboratory of Samsung, working on on-device AI, machine learning and how people interact with devices.",
   "affiliation": "Big tech in the UK",
   "sources": [
    "https://research.samsung.com/aicenter_cambridge",
    "https://research.samsung.com/news/Head-of-Samsung-AI-Center-Cambridge-wins-2021-Longuet-Higgins-Prize",
    "https://research.samsung.com/blog/Personalized-Sound-Enhancement-A-Journey-From-Idea-To-Deployment-Into-The-Hands-Of-Millions-Of-Samsung-Users",
    "https://research.samsung.com/aicenter"
   ],
   "source_quotes": [
    {
     "url": "https://research.samsung.com/aicenter_cambridge",
     "quotes": [
      "Located in Cambridge, UK.",
      "Head of AIC-Cambridge",
      "Current scientific interests of the AIC-Cambridge include the following research areas."
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://research.samsung.com/news/Head-of-Samsung-AI-Center-Cambridge-wins-2021-Longuet-Higgins-Prize",
     "quotes": [
      "founding Head of the Samsung AI Center in Cambridge"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://research.samsung.com/blog/Personalized-Sound-Enhancement-A-Journey-From-Idea-To-Deployment-Into-The-Hands-Of-Millions-Of-Samsung-Users",
     "quotes": [
      "Our solution runs real time entirely on Samsung devices and does not require any cloud connectivity"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://research.samsung.com/aicenter",
     "quotes": [
      "Samsung Research Artificial Intelligence Center (SAIC) was established in November 2017."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems",
    "AI development and training"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "big-tech"
    }
   ],
   "div_label": "Big tech in the UK",
   "location": "Cambridge (null)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-060",
     "name": "Timothy Hospedales",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-060",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-061",
     "name": "Georgios Tzimiropoulos",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-061",
     "page_label": "Talent"
    }
   ],
   "label_links": [
    {
     "kind": "part_of",
     "name": "Samsung Research (Samsung Electronics)"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-001",
   "name": "Arm",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "On 24 March 2026 Arm announced the Arm AGI CPU, its first production silicon product, having until then licensed designs only; SoftBank Group held around 87% of the company at 31 March 2026. Companies House shows ARM HOLDINGS PLC as Active (checked 31 Oct 2026).",
   "one_line": "Designs processor blueprints that other companies license to build chips for phones, cars and AI servers, and since 2026 sells its own data-centre chip.",
   "description": "Arm designs processor architectures and licenses them to chipmakers. Its holding company, Arm Holdings plc, is registered at 110 Fulbourn Road, Cambridge, and was re-registered from a private company to a plc on 1 September 2023, ahead of its Nasdaq listing in September 2023. SoftBank Group is the controlling shareholder, with an indirect holding of around 87% at 31 March 2026. Revenue for the year to 31 March 2026 was US$4,920m, with an average of 9,024 staff. On 24 March 2026 it announced the Arm AGI CPU, a data-centre processor made by TSMC, with Meta as lead partner, its first move into selling its own chips. Rene Haas is chief executive. [Added 29 Oct 2026, master Part 2.4] Named by the Government on 8 June 2026, in the AI Hardware Plan release, among British firms in AI hardware. Link: GOV:AI Hardware Plan. [Round 4, 30 Oct 2026] INVESTORS: Named investor in UK AI companies OLIX (August 2026) and Wayve. [Round 4, 30 Oct 2026] status / product: Now producing its own CPU chip for agentic AI; Meta reported (FT, via UKTN, Feb 2025) as one of its first customers [Round 4, 30 Oct 2026] links: partner_of: NeuroWare IKC (anchor); partner_of: SoC Labs programme; investor in OLIX Series B (2026) [Round 7, 30 Oct 2026] Chips and hardware: Global #1 CPU, GPU, NPU, System IP (CoreLink Interconnect), and Compute Subsystem licensor.",
   "uk_status": "uk",
   "company": {
    "ch_number": "11299879",
    "registered_office": "110 Fulbourn Road, Cambridge, Cambridgeshire, United Kingdom, CB1 9NJ",
    "incorporated": "2018-04-09",
    "legal_form": "plc",
    "owner_or_acquirer": "SoftBank Group Corp. (controlling shareholder, about 87% at 31 March 2026)",
    "headcount": "9024 (average, year to 31 March 2026, Arm UK consolidated annual report on SEC EDGAR)",
    "ch_number_clean": "11299879",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/11299879",
    "ch_note": null
   },
   "place": {
    "text": "110 Fulbourn Road, Cambridge (CB1 9NJ)",
    "postcode": "CB1 9NJ",
    "lat": 52.181766,
    "lng": 0.178906,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Rene Haas",
     "role": "Chief Executive Officer",
     "from": null,
     "source": "https://www.sec.gov/Archives/edgar/data/1973239/000197323926000135/armukconsolidatedannualr.htm"
    },
    {
     "name": "Richard Grisenthwaite",
     "role": "Executive Vice President and Chief Architect",
     "from": null,
     "source": "https://www.gov.uk/government/news/a-decisive-shift-to-power-british-ai-new-11-billion-plan-to-back-chip-firms-boost-computing-power-and-skills-for-the-ai-revolution",
     "round4": true
    },
    {
     "name": "Paul Williamson",
     "role": "SVP and GM, IoT Business",
     "from": null,
     "source": "https://newsroom.arm.com/news/iot-reference-design-platform-2024",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "revenue",
     "amount": 4920000000,
     "currency": "USD",
     "date": "2026-03-31",
     "detail": "group revenue for the year ended 31 March 2026",
     "raw": "revenue: 4920000000 USD 2026-03-31 — group revenue for the year ended 31 March 2026",
     "amount_gbp": 3730664240,
     "fx_rate": 1.3188,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3188 per £ on 2026-03-31",
     "fx_date": "2026-03-31",
     "fx_note": "",
     "txt": "US$4.92bn",
     "gbp_txt": "£3.73bn"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "semiconductors",
    "processor design",
    "data-centre chips"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": [
    {
     "from": "Part 2.4",
     "field": "description (add)",
     "text": "Named by the Government on 8 June 2026, in the AI Hardware Plan release, among British firms in AI hardware. Link: GOV:AI Hardware Plan."
    }
   ],
   "held": [],
   "same_as": null,
   "package1_id": "biz-arm",
   "type": "Companies",
   "category": "semiconductors",
   "function": "Designs processor blueprints that other companies license to build chips for phones, cars and AI servers, and since 2026 sells its own data-centre chip.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://find-and-update.company-information.service.gov.uk/company/11299879",
    "https://www.sec.gov/Archives/edgar/data/1973239/000197323926000135/armukconsolidatedannualr.htm",
    "https://newsroom.arm.com/news/arm-agi-cpu-launch",
    "https://www.uktech.news/semiconductor/britains-biggest-semiconductor-companies-20250219",
    "https://www.uktech.news/funding/uk-tech-funding-roundup-this-weeks-deals-from-olix-to-wordsmith-20260807",
    "https://www.uktech.news/funding/uk-tech-funding-roundup-this-weeks-deals-from-wayve-to-the-little-loop-20260417",
    "https://www.gov.uk/government/publications/uk-ai-hardware-plan/uk-ai-hardware-plan",
    "https://www.southampton.ac.uk/news/2026/06/southampton-to-help-expand-uk-chip-design-capabilities.page"
   ],
   "source_quotes": [
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/11299879",
     "quotes": [
      "ARM HOLDINGS PLC\" \"110 Fulbourn Road, Cambridge, Cambridgeshire, United Kingdom, CB1 9NJ\" \"Active\" \"Public limited Company\" \"9 April 2018\" \"ARM HOLDINGS LIMITED"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.sec.gov/Archives/edgar/data/1973239/000197323926000135/armukconsolidatedannualr.htm",
     "quotes": [
      "The Group's revenues for the year ended 31 March 2026 were $4,920 million",
      "an indirect shareholding of around 87% as at 31 March 2026",
      "the Group had an average of 9,024 employees"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://newsroom.arm.com/news/arm-agi-cpu-launch",
     "quotes": [
      "extending into production silicon products for the first time in the company's history",
      "Meta serves as the lead partner and co-developer."
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/semiconductor/britains-biggest-semiconductor-companies-20250219",
     "quotes": [
      "remains headquartered in Cambridge"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/funding/uk-tech-funding-roundup-this-weeks-deals-from-olix-to-wordsmith-20260807",
     "quotes": [
      "custom hardware accelerators designed to overcome compute efficiency bottlenecks in AI inference",
      "Fundomo, Arm, Hudson River Trading"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/funding/uk-tech-funding-roundup-this-weeks-deals-from-wayve-to-the-little-loop-20260417",
     "quotes": [
      "Wayve develops autonomous driving software",
      "AMD, Arm and Qualcomm Ventures"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/publications/uk-ai-hardware-plan/uk-ai-hardware-plan",
     "quotes": [
      "is now producing its own CPU chip for agentic AI\" ; https://www.uktech.news/tech-hubs/arm-plans-to-launch-its-own-chip-in-landmark-moment-20250214 (trade) — \"The Cambridge-based business has already signed up Meta as one of its first customers"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.southampton.ac.uk/news/2026/06/southampton-to-help-expand-uk-chip-design-capabilities.page",
     "quotes": [
      "develop the practical skills needed for the next wave of AI hardware innovation"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "110 Fulbourn Road, Cambridge (CB1 9NJ)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-BIG-019",
     "name": "Meta (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-019",
     "page_label": "Big tech in the UK"
    },
    {
     "kind": "linked from: funded_by",
     "id": "BIZ-CHIP-007",
     "name": "OLIX (formerly Flux Corp)",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-007",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-069",
     "name": "Rene Haas",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-069",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-CHIP-2007",
     "name": "weeteq",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-2007",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-CHIP-2023",
     "name": "NeuroWare Innovation and Knowledge Centre",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-2023",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-CHIP-2037",
     "name": "SoC Labs AI chip design skills programme",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-2037",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2036",
     "name": "Richard Grisenthwaite",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2036",
     "page_label": "Talent"
    },
    {
     "kind": "portfolio_of",
     "id": "BIZ-CHIP-007",
     "name": "OLIX (formerly Flux Corp)",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-007",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: funded_by",
     "id": "BIZ-CHIP-007",
     "name": "OLIX (formerly Flux Corp)",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-007",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "portfolio_of",
     "id": "BIZ-LAB-003",
     "name": "Wayve",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-003",
     "page_label": "Labs"
    },
    {
     "kind": "linked from: funded_by",
     "id": "BIZ-LAB-003",
     "name": "Wayve",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-003",
     "page_label": "Labs"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7033",
     "name": "Arm Neoverse V3 / N3 / E3 Compute Subsystems",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7033",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7034",
     "name": "Arm Immortalis-G925",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7034",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7035",
     "name": "Arm Morello prototype SoC",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7035",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7070",
     "name": "Arm KleidiAI and KleidiCV libraries",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7070",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-LAB-7051",
     "name": "Stable Audio Open Small",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-7051",
     "page_label": "Labs"
    }
   ],
   "label_links": [
    {
     "kind": "part_of",
     "name": "SoftBank Group Corp."
    },
    {
     "kind": "buys_from",
     "name": "TSMC"
    },
    {
     "kind": "partner_of",
     "name": "NeuroWare IKC"
    },
    {
     "kind": "partner_of",
     "name": "SoC Labs programme"
    }
   ],
   "degree": 12,
   "related_ids": [
    "BIZ-CHIP-002",
    "BIZ-CHIP-2044",
    "BIZ-CHIP-2045",
    "BIZ-CHIP-2046",
    "BIZ-CHIP-2047",
    "BIZ-CHIP-2048",
    "BIZ-CHIP-2049",
    "BIZ-CHIP-2050",
    "BIZ-CHIP-2051",
    "BIZ-CHIP-2052",
    "BIZ-CHIP-2053",
    "BIZ-CHIP-7073"
   ]
  },
  {
   "id": "BIZ-CHIP-002",
   "name": "Arm AGI CPU",
   "bucket": "prod",
   "status": "active",
   "status_date": "2026-03-24",
   "status_detail": "Announced on 24 March 2026 with early systems available and broader availability expected in the second half of 2026.",
   "one_line": "Arm's first chip sold under its own name: a data-centre processor for running AI agents, built by TSMC.",
   "description": "The Arm AGI CPU is a data-centre processor designed by Arm for agentic AI workloads, with up to 136 Arm Neoverse V3 cores, made on TSMC's 3nm process. Meta is lead partner and co-developer; other named customers include Cerebras, Cloudflare, F5, OpenAI, Positron, Rebellions, SAP and SK Telecom. Server makers ASRock Rack, Lenovo, Quanta and Supermicro build systems around it. Arm said early systems were available at launch, with broader availability expected in the second half of 2026. [Round 4, 30 Oct 2026] status (one source, shown as a note; status unchanged): Used in a multi-agent customer-service demo for agentic AI (Arm A–Z 2025) [Round 7, 30 Oct 2026] Chips and hardware: Arm's first production silicon CPU designed specifically for agentic AI and hyperscale data centres (broader availability H2 2026).",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": "Arm (BIZ-CHIP-001)",
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": null,
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": {
    "maker": "Arm (BIZ-CHIP-001)",
    "launched": "2026-03-24",
    "what_it_does": "a data-centre CPU with up to 136 Neoverse V3 cores for agentic AI workloads, made on TSMC 3nm"
   },
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "data-centre processors"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "data-centre processors",
   "function": "Arm's first chip sold under its own name: a data-centre processor for running AI agents, built by TSMC.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://newsroom.arm.com/news/arm-agi-cpu-launch",
    "https://newsroom.arm.com/blog/arm-a-to-z-2025"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.arm.com/news/arm-agi-cpu-launch",
     "quotes": [
      "an Arm-designed CPU for AI data centers, built to address a rising class of agentic AI workloads.",
      "Up to 136 Arm Neoverse V3 cores per CPU",
      "early systems available now and broader availability expected in the second half of the year.\" (dated Mar. 24, 2026)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://newsroom.arm.com/blog/arm-a-to-z-2025",
     "quotes": [
      "open-source frameworks and tools come together on Arm AGI CPU"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": null,
   "status_group": "active",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-BIG-019",
     "name": "Meta (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-019",
     "page_label": "Big tech in the UK"
    }
   ],
   "label_links": [
    {
     "kind": "buys_from",
     "name": "TSMC"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-001"
   ]
  },
  {
   "id": "BIZ-CHIP-020",
   "name": "Imagination Technologies",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-09-20",
   "status_detail": "Appointed Markus Mosen chief executive on 9 February 2026; still owned by Canyon Bridge Capital Partners, with no sale announced on any page opened; published E-Series GPU performance data on 20 September 2026.",
   "one_line": "Licenses graphics-processor designs to chipmakers, including GPUs that run AI on phones, cars and other devices.",
   "description": "Imagination Technologies, of Kings Langley, Hertfordshire, licenses GPU designs to chipmakers and focuses on graphics and AI at the edge; it says more than 250 million devices shipped with its IP in 2025. It is owned by Canyon Bridge Capital Partners, which bought it in 2017 and has sought a buyer. In May 2025 it announced the E-Series GPU for on-device AI and graphics. On 9 February 2026 Markus Mosen became chief executive, succeeding interim chief executive Didier Lamouche; Ray Bingham is executive chairman. In June 2026 it joined the CHASSIS chiplet project for cars. [Round 4, 30 Oct 2026] status (one source, shown as a note; status unchanged): Put up for sale by owner Canyon Bridge, Lazard reportedly instructed (6 Jan 2025); Hertfordshire [Round 7, 30 Oct 2026] Chips and hardware: Major GPU, NPU, and RISC-V semiconductor IP and ASIC designer; creator of the PowerVR and IMG DXD/E-Series neural/graphics processors. [Round 7, 30 Oct 2026] Tile 8: AI accelerators and processors: GPU and NPU neural accelerator IP cores. [Round 7, 30 Oct 2026] Tile 9: Chip design IP and EDA: GPU, NPU, and Ethernet packet processor IP.",
   "uk_status": "uk",
   "company": {
    "ch_number": "01306335",
    "registered_office": "Imagination House, Home Park Estate, Kings Langley, Hertfordshire, WD4 8LZ",
    "incorporated": "1977-04-01",
    "legal_form": "ltd",
    "owner_or_acquirer": "Canyon Bridge Capital Partners",
    "headcount": null,
    "ch_number_clean": "01306335",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/01306335",
    "ch_note": null
   },
   "place": {
    "text": "Imagination House, Home Park Estate, Kings Langley (WD4 8LZ)",
    "postcode": "WD4 8LZ",
    "lat": 51.707151,
    "lng": -0.439734,
    "region": "England: East of England",
    "admin_district": "Three Rivers",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Markus Mosen",
     "role": "CEO",
     "from": "2026-02-09",
     "source": "https://www.imaginationtech.com/news/imagination-technologies-appoints-markus-mosen-as-chief-executive-officer/"
    },
    {
     "name": "Ray Bingham",
     "role": "Executive Chairman",
     "from": null,
     "source": null
    },
    {
     "name": "Didier Lamouche",
     "role": "Interim CEO, then non-executive director",
     "from": "to 2026-02-09",
     "source": null
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "GPU design licensing",
    "edge AI"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": "biz-imagination-technologies",
   "type": "Companies",
   "category": "GPU design licensing",
   "function": "Licenses graphics-processor designs to chipmakers, including GPUs that run AI on phones, cars and other devices.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://www.imaginationtech.com/news/imagination-technologies-appoints-markus-mosen-as-chief-executive-officer/",
    "https://www.imaginationtech.com/news/",
    "https://find-and-update.company-information.service.gov.uk/company/01306335",
    "https://www.jonpeddie.com/news/a-new-ceo-a-cleared-deck-is-imagination-finally-ready-for-a-deal/",
    "https://www.sdxcentral.com/news/chinese-owners-seek-buyer-for-british-chip-firm-imagination-technologies-report/",
    "https://www.uktech.news/semiconductor/chipmaker-imagination-technologies-put-up-for-sale-as-chinese-owners-seek-exit-20250106"
   ],
   "source_quotes": [
    {
     "url": "https://www.imaginationtech.com/news/imagination-technologies-appoints-markus-mosen-as-chief-executive-officer/",
     "quotes": [
      "appointment of semiconductor industry leader Markus Mosen as the company's new Chief Executive Officer",
      "licenses its graphics processing unit (GPU) designs to chipmakers",
      "headquartered in the UK\" (dated 09 February 2026)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.imaginationtech.com/news/",
     "quotes": [
      "Significant Performance Gains Reinforce Imagination's GPU-First Strategy\" (20 September 2026)",
      "Imagination Announces E-Series: A New Era of On-Device AI and Graphics\" (08 May 2025)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/01306335",
     "quotes": [
      "IMAGINATION TECHNOLOGIES LIMITED\" \"Imagination House, Home Park Estate, Kings Langley, Hertfordshire, WD4 8LZ\" \"Active\" \"1 April 1977"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.jonpeddie.com/news/a-new-ceo-a-cleared-deck-is-imagination-finally-ready-for-a-deal/",
     "quotes": [
      "The company is owned by Canyon Bridge Capital Partners.",
      "has also expanded into AI acceleration\" (dated February 12, 2026)"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.sdxcentral.com/news/chinese-owners-seek-buyer-for-british-chip-firm-imagination-technologies-report/",
     "quotes": [
      "is seeking a buyer for the British semiconductor and software design firm as it nears the end of its fixed term.",
      "Hertfordshire-based chipmaker"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/semiconductor/chipmaker-imagination-technologies-put-up-for-sale-as-chinese-owners-seek-exit-20250106",
     "quotes": [
      "Apple and Intel were among the firm's biggest shareholders back when it was a listed company."
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Imagination House, Home Park Estate, Kings Langley (WD4 8LZ)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-INV-307",
     "name": "Canyon Bridge Capital Partners",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-307",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-081",
     "name": "Markus Mosen",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-081",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-082",
     "name": "Ray Bingham",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-082",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-307",
     "name": "Canyon Bridge Capital Partners",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-307",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7040",
     "name": "Imagination IMG DXD, BXS and CXM GPUs",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7040",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7041",
     "name": "Imagination IMG Series4 NPU",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7041",
     "page_label": "Chips and hardware"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Fortress Investment Group (convertible term loan; date not confirmed)"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-021"
   ]
  },
  {
   "id": "BIZ-CHIP-021",
   "name": "Imagination E-Series GPU",
   "bucket": "prod",
   "status": "active",
   "status_date": "2025-05-08",
   "status_detail": "Announced 8 May 2025; Imagination published new performance data for graphics, compute and AI workloads on 20 September 2026.",
   "one_line": "A family of graphics-processor designs from Imagination that runs both graphics and AI on devices such as phones and cars.",
   "description": "The E-Series is a GPU design family that Imagination announced on 8 May 2025 for on-device AI and graphics, licensed to chipmakers rather than sold as finished chips. On 20 September 2026 Imagination published performance data covering graphics, compute and AI workloads on one processor and software stack.",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": "Imagination Technologies (BIZ-CHIP-020)",
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": null,
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": {
    "maker": "Imagination Technologies (BIZ-CHIP-020)",
    "launched": "2025-05-08",
    "what_it_does": "licensable GPU design for graphics and on-device AI"
   },
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "GPU design",
    "edge AI"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "GPU design",
   "function": "A family of graphics-processor designs from Imagination that runs both graphics and AI on devices such as phones and cars.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://www.imaginationtech.com/news/"
   ],
   "source_quotes": [
    {
     "url": "https://www.imaginationtech.com/news/",
     "quotes": [
      "Imagination Announces E-Series: A New Era of On-Device AI and Graphics\" (08 May 2025)",
      "Significant Performance Gains Reinforce Imagination's GPU-First Strategy\" (20 September 2026)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": null,
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-020"
   ]
  },
  {
   "id": "BIZ-CHIP-022",
   "name": "Pragmatic Semiconductor",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-09-08",
   "status_detail": "Trading; its newsroom (updated 8 September 2026) features the appointment of Dr Paul James as executive vice president for manufacturing and operations; last major round found was the £182m Series D of December 2023.",
   "one_line": "Makes thin, bendable chips on plastic rather than silicon, including research chips that run small AI classifiers for wearables and medical uses.",
   "description": "Pragmatic Semiconductor, of Cambridge Science Park, makes flexible integrated circuits (FlexICs) that are thinner than a human hair, with production lines in Durham. In December 2023 it announced a £182m Series D co-led by M&G's Catalyst and the UK Infrastructure Bank (now the National Wealth Fund), to build its third and fourth lines in Durham; David Moore was chief executive then. Its AI relevance: in October 2025 Newcastle University and Pragmatic researchers reported the first digital Tsetlin-machine AI image classifier made on a flexible chip, in Pragmatic's 600nm IGZO FlexIC process. It was named Pragmatic Printing Limited until November 2020. [Round 4, 30 Oct 2026] AI tie / place: Cambridge, with North East sites; flexible chips for edge and item-level intelligence [Round 7, 30 Oct 2026] Chips and hardware: Flexible Integrated Circuit (FlexIC) manufacturer operating 300mm wafer fabs in Durham; raised £182M Series D (backed by UK Infrastructure Bank) to embed ultra-thin sub-micron intelligence into everyday packaging and sensors.",
   "uk_status": "uk",
   "company": {
    "ch_number": "07423954",
    "registered_office": "400 Cambridge Science Park Milton Road, Cambridge, England, CB4 0WH",
    "incorporated": "2010-10-29",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "07423954",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/07423954",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge Science Park (CB4 0WH); manufacturing in Durham",
    "postcode": "CB4 0WH",
    "lat": 52.235423,
    "lng": 0.138519,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "David Moore",
     "role": "CEO (as reported December 2023)",
     "from": null,
     "source": "https://www.uktech.news/deep-tech/pragmatic-semiconductor-manufacturing-funding-20231206"
    },
    {
     "name": "Paul James",
     "role": "Executive Vice President Manufacturing & Operations",
     "from": "2026",
     "source": "https://www.pragmaticsemi.com/newsroom"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 182000000,
     "currency": "GBP",
     "date": "2023-12-06",
     "detail": "Series D co-led by M&G Catalyst and UK Infrastructure Bank (£162m first close plus £20m second close)",
     "raw": "funding_round: 182000000 GBP 2023-12-06 — Series D co-led by M&G Catalyst and UK Infrastructure Bank (£162m first close plus £20m second close)",
     "amount_gbp": 182000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£182m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "flexible electronics",
    "semiconductor manufacturing",
    "edge AI research"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "flexible electronics",
   "function": "Makes thin, bendable chips on plastic rather than silicon, including research chips that run small AI classifiers for wearables and medical uses.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://find-and-update.company-information.service.gov.uk/company/07423954",
    "https://www.uktech.news/deep-tech/pragmatic-semiconductor-manufacturing-funding-20231206",
    "https://arxiv.org/abs/2510.15519",
    "https://www.pragmaticsemi.com/newsroom",
    "https://www.gov.uk/government/publications/semiconductor-sector-study-2026/semiconductor-sector-study-2026"
   ],
   "source_quotes": [
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/07423954",
     "quotes": [
      "PRAGMATIC SEMICONDUCTOR LIMITED\" \"400 Cambridge Science Park Milton Road, Cambridge, England, CB4 0WH\" \"Active\" \"29 October 2010\" \"PRAGMATIC PRINTING LIMITED (24 Nov 2010 - 09 Nov 2020)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/deep-tech/pragmatic-semiconductor-manufacturing-funding-20231206",
     "quotes": [
      "£182m Series D; \"thinner than a human hair",
      "the UK's first ever 300mm wafer production lines"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://arxiv.org/abs/2510.15519",
     "quotes": [
      "the first implementation of digital Tsetlin Machines (TMs) on flexible integrated circuit (FlexIC)",
      "implemented in Pragmatic's 600nm IGZO-based FlexIC process\" (17 October 2025)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.pragmaticsemi.com/newsroom",
     "quotes": [
      "Pragmatic Semiconductor appoints Dr Paul James as Executive Vice President Manufacturing & Operations"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/publications/semiconductor-sector-study-2026/semiconductor-sector-study-2026",
     "quotes": [
      "enable edge and item-level intelligence at scale and speed"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge Science Park (CB4 0WH); manufacturing in Durham",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-005",
     "name": "National Wealth Fund",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-005",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-003",
     "name": "British Patient Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-003",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-051",
     "name": "Northern Gritstone",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-051",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-039",
     "name": "M&G Investments (Catalyst)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-039",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7049",
     "name": "Pragmatic FlexIC Gen-3 foundry platform",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7049",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7072",
     "name": "Sunburst RISC-V laser-direct-write chip",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7072",
     "page_label": "Chips and hardware"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "M&G Catalyst"
    },
    {
     "kind": "partner_of",
     "name": "Newcastle University"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-INV-204"
   ]
  },
  {
   "id": "BIZ-CHIP-025",
   "name": "Myrtle.ai",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-08-25",
   "status_detail": "Reported on 25 August 2026 that its VOLLO accelerator set the lowest p99 latency published on the STAC-ML Tacana benchmark suite.",
   "one_line": "Makes software that runs machine-learning models on FPGA chips in microseconds, sold mainly to trading firms under the VOLLO name.",
   "description": "Myrtle.ai, based in Cambridge, sells VOLLO, which it calls a low-latency machine-learning inference accelerator, running models on FPGA hardware such as AMD's Alveo V80 card. Its main customers are capital-markets trading firms, with a product also aimed at security uses. On 25 August 2026 it reported the lowest p99 latency published on the STAC-ML Tacana suite. Its Companies House entry was not confirmed: Myrtle Software Limited (04978210, Cambridge) is a likely match but no page opened links the two. [Round 4, 30 Oct 2026] START-UPS: Compiler technology that turns trained AI networks into efficient chip designs, applied to driver-assistance computer vision.",
   "uk_status": "uk",
   "company": {
    "ch_number": "04978210",
    "registered_office": "Third Floor St. Andrews House, 59 St. Andrews Street, Cambridge, England, CB2 3BZ",
    "incorporated": "2003-11-27",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "04978210",
    "from_round2": true,
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/04978210",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB2 3BZ)",
    "postcode": "CB2 3BZ",
    "lat": 52.20471,
    "lng": 0.122891,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Peter Baldwin",
     "role": "Founder and CEO",
     "from": null,
     "source": "https://myrtle.ai/about/",
     "amendment": true
    },
    {
     "name": "Tom Lagatta",
     "role": "Executive Chairman",
     "from": null,
     "source": "https://myrtle.ai/about/",
     "amendment": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "AI inference acceleration",
    "FPGA",
    "financial trading"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": [
    {
     "from": "Part 2.4",
     "field": "company",
     "text": "ch_number 04978210 \\| registered_office Third Floor St. Andrews House, 59 St. Andrews Street, Cambridge, England, CB2 3BZ \\| incorporated 2003-11-27 \\| legal_form ltd"
    },
    {
     "from": "Part 2.4",
     "field": "people",
     "text": "Peter Baldwin — Founder and CEO ; Tom Lagatta — Executive Chairman"
    },
    {
     "from": "Part 2.4",
     "field": "place",
     "text": "Cambridge (CB2 3BZ; null, null) — region: England: East of England"
    },
    {
     "from": "Part 2.4",
     "field": "confidence",
     "text": "verified (company site plus Companies House)"
    },
    {
     "from": "Companies House check, 29 Oct 2026",
     "field": "place",
     "text": "place → Cambridge (CB2 3BZ) — now confirmed on the company's privacy page and Companies House (was \"from Package 1 lead; not confirmed\")"
    },
    {
     "from": "Companies House check, 29 Oct 2026",
     "field": "company.legal_form",
     "text": "company.legal_form → ltd"
    }
   ],
   "held": [],
   "same_as": null,
   "package1_id": "biz-myrtle-ai",
   "type": "Companies",
   "category": "AI inference acceleration",
   "function": "Makes software that runs machine-learning models on FPGA chips in microseconds, sold mainly to trading firms under the VOLLO name.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://myrtle.ai/resources/news/blog-setting-a-new-record-for-single-digit-microsecond-latency-inference-in-capital-markets/",
    "https://myrtle.ai/data-use-and-privacy-policy/",
    "https://find-and-update.company-information.service.gov.uk/company/04978210",
    "https://myrtle.ai/about/",
    "https://assets.publishing.service.gov.uk/media/5b8d327840f0b67daf8069fd/ccav-research-and-development-projects.pdf"
   ],
   "source_quotes": [
    {
     "url": "https://myrtle.ai/resources/news/blog-setting-a-new-record-for-single-digit-microsecond-latency-inference-in-capital-markets/",
     "quotes": [
      "VOLLO is myrtle.ai's low-latency ML inference accelerator",
      "lowest p99 latency ever published on the STAC-ML Tacana suite\" (August 25, 2026)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://myrtle.ai/data-use-and-privacy-policy/",
     "quotes": [
      "Myrtle Software Ltd",
      "59 St. Andrew's Street, Cambridge, Cambridgeshire, United Kingdom, CB2 3BZ"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/04978210",
     "quotes": [
      "MYRTLE SOFTWARE LIMITED",
      "Third Floor St. Andrews House, 59 St. Andrews Street, Cambridge, England, CB2 3BZ",
      "Active",
      "27 November 2003"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://myrtle.ai/about/",
     "quotes": [
      "Founded in 2017",
      "the world leader in low latency AI inference."
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": true
    },
    {
     "url": "https://assets.publishing.service.gov.uk/media/5b8d327840f0b67daf8069fd/ccav-research-and-development-projects.pdf",
     "quotes": [
      "Myrtle's commercial focus is our compiler technology, taking trained AI networks and outputting efficient designs"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge (CB2 3BZ)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-INV-058",
     "name": "AMD (as investor)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-058",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Centre for Connected and Autonomous Vehicles"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-026"
   ]
  },
  {
   "id": "BIZ-CHIP-026",
   "name": "VOLLO",
   "bucket": "prod",
   "status": "active",
   "status_date": "2026-08-25",
   "status_detail": "Benchmark record reported 25 August 2026.",
   "one_line": "Myrtle.ai's accelerator that runs machine-learning models on FPGA chips fast enough for trading decisions.",
   "description": "VOLLO is a machine-learning inference accelerator from Myrtle.ai that runs models on FPGA hardware for very low latency, sold for capital markets and security. Myrtle.ai reported on 25 August 2026 that it achieved the lowest p99 latency published on the STAC-ML Tacana suite.",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": "Myrtle.ai (BIZ-CHIP-025)",
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": null,
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": {
    "maker": "Myrtle.ai (BIZ-CHIP-025)",
    "launched": null,
    "what_it_does": "low-latency ML inference on FPGA accelerator cards"
   },
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "FPGA inference"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "FPGA inference",
   "function": "Myrtle.ai's accelerator that runs machine-learning models on FPGA chips fast enough for trading decisions.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://myrtle.ai/resources/news/blog-setting-a-new-record-for-single-digit-microsecond-latency-inference-in-capital-markets/"
   ],
   "source_quotes": [
    {
     "url": "https://myrtle.ai/resources/news/blog-setting-a-new-record-for-single-digit-microsecond-latency-inference-in-capital-markets/",
     "quotes": [
      "VOLLO is myrtle.ai's low-latency ML inference accelerator"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": null,
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-025"
   ]
  },
  {
   "id": "BIZ-CHIP-027",
   "name": "Blueshift Memory",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Companies House shows the company active with accounts made up to 31 August 2025 and none overdue; no trading news was opened in this session. Companies House shows BLUESHIFT MEMORY LTD as Active (checked 31 Oct 2026).",
   "one_line": "Designs a computer memory architecture that cuts data movement between processor and memory, to speed up AI and other data-heavy work.",
   "description": "Blueshift Memory Ltd was incorporated in August 2016 and is registered in London. Package 1 recorded it as a Cambridge company designing a memory architecture and a computer-vision AI accelerator chip, but its own site could not be opened in this session to confirm this. Companies House shows it active, with its last accounts made up to 31 August 2025. [Round 4, 30 Oct 2026] place: London; ChipStart UK cohort 1",
   "uk_status": "uk",
   "company": {
    "ch_number": "10325769",
    "registered_office": "71-75 Shelton Street, London, Greater London, United Kingdom, WC2H 9JQ",
    "incorporated": "2016-08-11",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "10325769",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/10325769",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (from Package 1; not reconfirmed)",
    "postcode": "WC2H 9JQ",
    "lat": 51.514897,
    "lng": -0.123615,
    "region": "England: East of England",
    "admin_district": "Camden",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "memory architecture",
    "AI accelerators"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": "biz-blueshift-memory",
   "type": "Companies",
   "category": "memory architecture",
   "function": "Designs a computer memory architecture that cuts data movement between processor and memory, to speed up AI and other data-heavy work.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://find-and-update.company-information.service.gov.uk/company/10325769",
    "https://find-and-update.company-information.service.gov.uk/company/10325769",
    "https://www.gov.uk/government/publications/semiconductor-sector-study-2026/semiconductor-sector-study-2026"
   ],
   "source_quotes": [
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10325769",
     "quotes": [
      "BLUESHIFT MEMORY LTD\" \"71-75 Shelton Street, London\" \"Active\" \"11 August 2016\" \"Last accounts made up to 31 August 2025"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10325769",
     "quotes": [
      "BLUESHIFT MEMORY LTD",
      "Active",
      "11 August 2016",
      "Last accounts made up to 31 August 2025"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/publications/semiconductor-sector-study-2026/semiconductor-sector-study-2026",
     "quotes": [
      "addresses related memory architecture challenges"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge (from Package 1; not reconfirmed)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-030",
   "name": "Raspberry Pi",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Launched the AI HAT+ 2, its first product for generative AI on the Raspberry Pi 5, on 15 January 2026. Companies House shows RASPBERRY PI HOLDINGS PLC as Active (checked 31 Oct 2026).",
   "one_line": "Makes low-cost single-board computers in Cambridge and sells add-on boards that run AI models on them.",
   "description": "Raspberry Pi makes small single-board computers. Its listed parent, Raspberry Pi Holdings plc, is registered at Cambridge Science Park and was incorporated in March 2024 as Raspberry Pi Listco Limited. Its AI product line includes the AI Kit, the AI HAT+ (October 2024, using Hailo-8L and Hailo-8 accelerators at 13 and 26 TOPS) and the AI HAT+ 2 (January 2026, using the Hailo-10H accelerator at 40 TOPS, able to run large language models). The accelerator chips themselves come from Hailo; Raspberry Pi designs the boards. [Round 4, 30 Oct 2026] links: Named partner of Arm Flexible Access (Oct 2025) [Round 7, 30 Oct 2026] Chips and hardware: Listed fabless designer of the RP2040 and RP2350 microcontrollers and edge AI compute boards (Raspberry Pi AI Kit / AI Camera).",
   "uk_status": "uk",
   "company": {
    "ch_number": "15557387",
    "registered_office": "194 Cambridge Science Park, Milton Road, Cambridge, United Kingdom, CB4 0AB",
    "incorporated": "2024-03-12",
    "legal_form": "plc",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "15557387",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/15557387",
    "ch_note": null
   },
   "place": {
    "text": "194 Cambridge Science Park, Cambridge (CB4 0AB)",
    "postcode": "CB4 0AB",
    "lat": 52.23743,
    "lng": 0.144855,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "single-board computers",
    "edge AI hardware"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "single-board computers",
   "function": "Makes low-cost single-board computers in Cambridge and sells add-on boards that run AI models on them.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://find-and-update.company-information.service.gov.uk/company/15557387",
    "https://www.raspberrypi.com/news/introducing-the-raspberry-pi-ai-hat-plus-2-generative-ai-on-raspberry-pi-5/",
    "https://www.raspberrypi.com/news/raspberry-pi-ai-hat/",
    "https://newsroom.arm.com/news/arm-flexible-access-armv9-edge-ai-platform"
   ],
   "source_quotes": [
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/15557387",
     "quotes": [
      "RASPBERRY PI HOLDINGS PLC\" \"194 Cambridge Science Park, Milton Road, Cambridge, United Kingdom, CB4 0AB\" \"Active\" \"12 March 2024\" \"RASPBERRY PI LISTCO LIMITED"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.raspberrypi.com/news/introducing-the-raspberry-pi-ai-hat-plus-2-generative-ai-on-raspberry-pi-5/",
     "quotes": [
      "our first AI product designed to fill the generative AI gap",
      "Featuring the new Hailo-10H neural network accelerator\" (15th Jan 2026)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.raspberrypi.com/news/raspberry-pi-ai-hat/",
     "quotes": [
      "the newest addition to our AI product line: the Raspberry Pi AI HAT+\" (24th Oct 2024)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://newsroom.arm.com/news/arm-flexible-access-armv9-edge-ai-platform",
     "quotes": [
      "The next wave of AI computing innovation will unfold at the edge"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "194 Cambridge Science Park, Cambridge (CB4 0AB)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7042",
     "name": "Raspberry Pi RP2350",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7042",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7043",
     "name": "Raspberry Pi RP2040",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7043",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7044",
     "name": "Raspberry Pi RP1",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7044",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7053",
     "name": "Raspberry Pi AI Camera",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7053",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7054",
     "name": "Raspberry Pi AI Kit",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7054",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7055",
     "name": "Raspberry Pi Compute Module 5 (CM5)",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7055",
     "page_label": "Chips and hardware"
    }
   ],
   "label_links": [
    {
     "kind": "buys_from",
     "name": "Hailo"
    }
   ],
   "degree": 2,
   "related_ids": [
    "BIZ-CHIP-031",
    "BIZ-CHIP-032"
   ]
  },
  {
   "id": "BIZ-CHIP-031",
   "name": "Raspberry Pi AI HAT+ 2",
   "bucket": "prod",
   "status": "active",
   "status_date": "2026-01-15",
   "status_detail": "On sale from 15 January 2026 at US$130.",
   "one_line": "An add-on board that lets a Raspberry Pi 5 run generative AI, including small language models, using a Hailo accelerator chip.",
   "description": "The AI HAT+ 2 is an add-on board for the Raspberry Pi 5, launched on 15 January 2026 at US$130. It carries the Hailo-10H neural network accelerator, rated at 40 TOPS (INT4), and 8GB of onboard memory, which lets it run larger models than the first AI HAT+, including large language models. Raspberry Pi called it its first AI product for generative AI. [Round 4, 30 Oct 2026] status (one source, shown as a note; status unchanged): Shown in live edge-AI demos at Embedded World 2026 (March 2026) on Arm's stand",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": "Raspberry Pi (BIZ-CHIP-030)",
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": null,
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": {
    "maker": "Raspberry Pi (BIZ-CHIP-030), with Hailo-10H accelerator",
    "launched": "2026-01-15",
    "what_it_does": "40 TOPS AI accelerator board for Raspberry Pi 5 that can run generative AI models"
   },
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "edge AI hardware"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "edge AI hardware",
   "function": "An add-on board that lets a Raspberry Pi 5 run generative AI, including small language models, using a Hailo accelerator chip.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://www.raspberrypi.com/news/introducing-the-raspberry-pi-ai-hat-plus-2-generative-ai-on-raspberry-pi-5/",
    "https://newsroom.arm.com/blog/arm-embedded-world-2026"
   ],
   "source_quotes": [
    {
     "url": "https://www.raspberrypi.com/news/introducing-the-raspberry-pi-ai-hat-plus-2-generative-ai-on-raspberry-pi-5/",
     "quotes": [
      "Featuring the new Hailo-10H neural network accelerator",
      "40 TOPS (INT4) of inferencing performance",
      "available now at $130\" (15th Jan 2026)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://newsroom.arm.com/blog/arm-embedded-world-2026",
     "quotes": [
      "showcased its AI HAT+ 2 in live demos focused on edge AI applications"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": null,
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "buys_from",
     "name": "Hailo"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-030"
   ]
  },
  {
   "id": "BIZ-CHIP-032",
   "name": "Raspberry Pi AI HAT+",
   "bucket": "prod",
   "status": "active",
   "status_date": "2024-10-24",
   "status_detail": "Launched 24 October 2024 in 13 TOPS (US$70) and 26 TOPS (US$110) versions.",
   "one_line": "An add-on board that lets a Raspberry Pi 5 run vision AI models, using Hailo accelerator chips.",
   "description": "The AI HAT+ is an accelerator board for the Raspberry Pi 5, launched on 24 October 2024. The 13 TOPS version uses the Hailo-8L accelerator, as in the earlier AI Kit, and costs US$70; the 26 TOPS version uses the Hailo-8 and costs US$110. [Round 7, 30 Oct 2026] Chips and hardware: Official PCIe Gen 3 add-on board for Raspberry Pi 5 integrating Hailo-8L (13 TOPS) or Hailo-8 (26 TOPS) neural accelerators.",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": "Raspberry Pi (BIZ-CHIP-030)",
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": null,
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": {
    "maker": "Raspberry Pi (BIZ-CHIP-030), with Hailo-8L / Hailo-8 accelerators",
    "launched": "2024-10-24",
    "what_it_does": "13 or 26 TOPS AI accelerator board for Raspberry Pi 5"
   },
   "dsit_domains": [
    "AI infrastructure",
    "Perceptual systems"
   ],
   "sectors": [
    "edge AI hardware"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "edge AI hardware",
   "function": "An add-on board that lets a Raspberry Pi 5 run vision AI models, using Hailo accelerator chips.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://www.raspberrypi.com/news/raspberry-pi-ai-hat/"
   ],
   "source_quotes": [
    {
     "url": "https://www.raspberrypi.com/news/raspberry-pi-ai-hat/",
     "quotes": [
      "the same Hailo-8L accelerator as the AI Kit",
      "the Hailo-8 accelerator",
      "13 TOPS (tera-operations per second)\" (24th Oct 2024)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure",
    "Perceptual systems"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": null,
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "buys_from",
     "name": "Hailo"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-030"
   ]
  },
  {
   "id": "BIZ-CLD-015",
   "name": "Civo UK edge data centres (first site, Hertfordshire)",
   "bucket": "site",
   "status": "announced",
   "status_date": "2026-09-22",
   "status_detail": "On 22 September 2026 Civo unveiled the first of 40 planned UK edge data centres, opening in Hertfordshire, for NVIDIA Vera Rubin systems.",
   "one_line": "A planned network of 40 small liquid-cooled data centres across the UK, built by Civo to rent out NVIDIA's newest AI systems.",
   "description": "Civo said on 22 September 2026 that the first of 40 UK edge data centres was opening in Hertfordshire and that the network would offer NVIDIA Vera Rubin rack systems of \"72 Rubin GPUs and 36 Vera CPUs in a single rack\", with early-access pricing from $10.00 per hour. It cited \"one gigawatt of high-performance capacity\" without saying whether that was for the network. Companies House shows a Civo Data Centre (Welwyn) Ltd registered in Stevenage, incorporated 4 September 2025; no page opened ties it to this site. [Round 6, 30 Oct 2026] sites: First of 40 planned UK edge data centres unveiled 2026-09-22; liquid-cooled, high-density, designed around NVIDIA Vera Rubin [Round 6, 30 Oct 2026] status; key_facts: First of 40 planned UK edge data centres unveiled 2026-09-22; Hertfordshire opens at 8MW rising to 38MW on the same plot; five further sites 150MW; full roll-out 1GW; built for NVIDIA Vera Rubin NVL72",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": "Civo",
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Hertfordshire",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": {
    "operator": "Civo (BIZ-CLD-001)",
    "owner": "not stated",
    "power_mw_stated": "not stated for the site",
    "gpus_stated": "NVIDIA Vera Rubin NVL72 racks; total not stated",
    "site_status": "announced (first site opening)",
    "ai_growth_zone": null,
    "site_stage": "announced",
    "power_mw": null
   },
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "edge data centres",
    "GPU cloud"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "edge data centres",
   "function": "A planned network of 40 small liquid-cooled data centres across the UK, built by Civo to rent out NVIDIA's newest AI systems.",
   "affiliation": "Cloud and compute",
   "sources": [
    "https://www.civo.com/newsroom/civo-unveils-first-of-40-uk-edge-data-centres",
    "https://www.civo.com/uk-sovereign-cloud",
    "https://www.civo.com/blog/october-2026-newsletter"
   ],
   "source_quotes": [
    {
     "url": "https://www.civo.com/newsroom/civo-unveils-first-of-40-uk-edge-data-centres",
     "quotes": [
      "opening in Hertfordshire",
      "72 Rubin GPUs and 36 Vera CPUs in a single rack.\" (dated 22 September 2026)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.civo.com/uk-sovereign-cloud",
     "quotes": [
      "building 40 liquid-cooled edge data centres for NVIDIA Vera Rubin"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.civo.com/blog/october-2026-newsletter",
     "quotes": [
      "first of 40 UK edge data centres built for liquid-cooled, high-density AI compute and designed around NVIDIA Vera Rubin."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "cloud"
    }
   ],
   "div_label": "Cloud and compute",
   "location": "Hertfordshire",
   "status_group": "announced",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-CLD-001",
     "name": "Civo",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-001",
     "page_label": "Cloud and compute"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CLD-017",
   "name": "Zenith, University of Cambridge",
   "bucket": "site",
   "status": "active",
   "status_date": "2026-06-08",
   "status_detail": "Named on 8 June 2026 as an AIRR system alongside Isambard-AI and Dawn; the AIRR page (updated 28 September 2026) does not state whether it is in service.",
   "one_line": "A public AI supercomputer at the University of Cambridge, built with AMD, Dell and StackHPC, that forms part of the AI Research Resource.",
   "description": "Zenith is a University of Cambridge system in the AIRR, built with AMD, Dell Technologies and StackHPC, which the government calls \"the UK's largest AI-for-science platform\". The 8 June 2026 AI Hardware Plan release names it with Isambard-AI and Dawn as the systems the new national AI supercomputer will join. It appears to be the expansion of Cambridge capacity announced in January 2026 (£36m, AMD MI355X GPUs, recorded under Dawn, BIZ-DC-010), but no page opened says so directly. No GPU count is given. [Round 4, 30 Oct 2026] funding: £36m investment; joins Dawn at Cambridge [Round 4, 30 Oct 2026] funding detail: 26 January 2026 release: £36m to raise Cambridge AIRR capacity about sixfold with Dell servers and AMD Instinct MI355X GPUs, and a new National Computational Resource supercomputer at Cambridge [Round 6, 30 Oct 2026] key_facts: AMD Instinct MI355X GPUs in Dell PowerEdge servers integrated by Dell Technologies; software stack from StackHPC; £36m to raise Cambridge AIRR capacity sixfold by spring 2026 (2026-01-26) [Round 6, 30 Oct 2026] vendors and access: Built with AMD, Dell Technologies and StackHPC; offered on AIRR Rapid Access and Gateway routes with Isambard-AI (2026-10); \"£36 million investment in the new Zenith supercomputer, which will join Dawn\" (2026-06-10)",
   "uk_status": "not_applicable",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": "University of Cambridge (host)",
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": {
    "operator": "University of Cambridge Research Computing Services (BIZ-DC-009) [operator inferred from host; not stated]",
    "owner": "not stated",
    "power_mw_stated": "not stated",
    "gpus_stated": "not stated",
    "site_status": "not stated",
    "ai_growth_zone": null,
    "site_stage": null,
    "power_mw": null
   },
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "national and research compute",
    "public compute",
    "supercomputing"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "national and research compute",
   "function": "A public AI supercomputer at the University of Cambridge, built with AMD, Dell and StackHPC, that forms part of the AI Research Resource.",
   "affiliation": "Cloud and compute",
   "sources": [
    "https://www.gov.uk/government/publications/ai-research-resource/airr-advanced-supercomputers-for-the-uk",
    "https://www.gov.uk/government/publications/digital-and-technologies-sector-plan-year-one-update/digital-and-technologies-sector-plan-year-one-update",
    "https://www.gov.uk/government/news/cambridge-supercomputer-set-to-get-6-times-more-powerful-as-government-backs-british-ai-innovation"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/publications/ai-research-resource/airr-advanced-supercomputers-for-the-uk",
     "quotes": [
      "the UK's largest AI-for-science platform"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/publications/digital-and-technologies-sector-plan-year-one-update/digital-and-technologies-sector-plan-year-one-update",
     "quotes": [
      "announced a £36 million investment in the new Zenith supercomputer"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/cambridge-supercomputer-set-to-get-6-times-more-powerful-as-government-backs-british-ai-innovation",
     "quotes": [
      "backing a new National Computational Resource supercomputer at Cambridge"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "cloud"
    }
   ],
   "div_label": "Cloud and compute",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-CLD-016",
     "name": "AI Research Resource (AIRR)",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-016",
     "page_label": "Cloud and compute"
    },
    {
     "kind": "part_of",
     "id": "BIZ-CLD-016",
     "name": "AI Research Resource (AIRR)",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-016",
     "page_label": "Cloud and compute"
    },
    {
     "kind": "partner_of",
     "id": "BIZ-INV-058",
     "name": "AMD (as investor)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-058",
     "page_label": "Investors"
    },
    {
     "kind": "supplies_government",
     "id": "GOV-RES-013",
     "name": "AI Research Resource (AIRR) — access routes and allocation",
     "page": "government",
     "href": "../../../government/research/ukri/#org=GOV-RES-013",
     "page_label": "UK Government AI Universe"
    },
    {
     "kind": "linked from: hosted_at",
     "id": "BIZ-CLD-6022",
     "name": "AIRR Rapid Access route (SMEs)",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-6022",
     "page_label": "Cloud and compute"
    }
   ],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "Dell"
    },
    {
     "kind": "partner_of",
     "name": "StackHPC"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-CLD-2004"
   ]
  },
  {
   "id": "BIZ-CLD-023",
   "name": "Ori UK cloud region at Kao Data Harlow",
   "bucket": "part",
   "status": "active",
   "status_date": "2025-03-10",
   "status_detail": "Announced 10 March 2025.",
   "one_line": "Ori's first UK cloud region, renting NVIDIA H200 GPUs from space in Kao Data's Harlow data centre.",
   "description": "Kao Data announced on 10 March 2025 that Ori had chosen its Harlow campus to host Ori's first UK-based cloud region, starting with NVIDIA H200 GPUs. GPU count and value were not disclosed.",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Harlow",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "GPU and AI clouds",
    "GPU cloud",
    "colocation"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Partnerships and contracts",
   "category": "GPU and AI clouds",
   "function": "Ori's first UK cloud region, renting NVIDIA H200 GPUs from space in Kao Data's Harlow data centre.",
   "affiliation": "Cloud and compute",
   "sources": [
    "https://kaodata.com/discover/news/ori-selects-kao-data",
    "https://businessweekly.co.uk/posts/ori-picks-kao-datas-harlow-campus-for-uk-cloud-venture"
   ],
   "source_quotes": [
    {
     "url": "https://kaodata.com/discover/news/ori-selects-kao-data",
     "quotes": [
      "H200 Tensor Core GPUs\" (dated 10 March 2025)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://businessweekly.co.uk/posts/ori-picks-kao-datas-harlow-campus-for-uk-cloud-venture",
     "quotes": [
      "NVIDIA's latest H200 Tensor Core GPUs"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Partnerships and contracts",
     "div": "cloud"
    }
   ],
   "div_label": "Cloud and compute",
   "location": "Harlow",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-CLD-003",
     "name": "Ori",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-003",
     "page_label": "Cloud and compute"
    }
   ],
   "label_links": [],
   "degree": 2,
   "related_ids": [
    "BIZ-DC-004",
    "BIZ-DC-005"
   ]
  },
  {
   "id": "BIZ-DC-031",
   "name": "Equinix Hertfordshire Campus",
   "bucket": "site",
   "status": "planned",
   "status_date": "2025-10-30",
   "status_detail": "Equinix completed the acquisition of an 85-acre plot already permitted for data centres, announced 30 October 2025; no construction start or opening date is stated.",
   "one_line": "A planned data-centre campus of more than 250MW on 85 acres in Hertfordshire, part of Equinix's £3.9 billion UK investment.",
   "description": "Equinix announced on 30 October 2025 that it had acquired an 85-acre plot in Hertfordshire, already permitted for data-centre development, for a campus delivering \"250+MW of compute capacity\" once fully built out, and linked it to the UK's \"ambition to lead in sovereign AI\". GOV.UK described it on 20 November 2025 as \"a high-performance data centre campus in Hertfordshire\" with a £4 billion commitment. The release does not name the village or give an opening date. Whether this is the plot permitted to DC01 UK (BIZ-DC-044) was not stated on a page opened. [Round 4, 30 Oct 2026] investment: £4bn commitment to build and run the campus (Nov 2025).",
   "uk_status": "not_applicable",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Hertfordshire (exact place not published by Equinix)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [
    {
     "kind": "investment_pledge",
     "amount": 3900000000,
     "currency": "GBP",
     "date": "2025-10-30",
     "detail": "whole UK investment, stated by Equinix; GOV.UK gives \"£4 billion\"",
     "raw": "investment_pledge: 3900000000 GBP 2025-10-30 — whole UK investment, stated by Equinix; GOV.UK gives \"£4 billion\"",
     "amount_gbp": 3900000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£3.90bn",
     "gbp_txt": ""
    }
   ],
   "site": {
    "operator": "Equinix (BIZ-DC-030)",
    "owner": "Equinix",
    "power_mw_stated": "250+ MW, planned",
    "gpus_stated": "not stated",
    "site_status": "planned (land acquired with permission, 2025-10-30)",
    "ai_growth_zone": null,
    "site_stage": "planning",
    "power_mw": 250.0
   },
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "data centres"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "data centres",
   "function": "A planned data-centre campus of more than 250MW on 85 acres in Hertfordshire, part of Equinix's £3.9 billion UK investment.",
   "affiliation": "Data centres",
   "sources": [
    "https://newsroom.equinix.com/2025-10-30-Equinix-to-invest-GBP3-9-billion-in-UKs-critical-national-infrastructure-in-boost-to-countrys-economy",
    "https://www.gov.uk/government/news/ai-to-power-national-renewal-as-government-announces-billions-of-additional-investment-and-new-plans-to-boost-uk-businesses-jobs-and-innovation"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.equinix.com/2025-10-30-Equinix-to-invest-GBP3-9-billion-in-UKs-critical-national-infrastructure-in-boost-to-countrys-economy",
     "quotes": [
      "250+MW of compute capacity\" ... \"commitment to the UK's ambition to lead in sovereign AI"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/ai-to-power-national-renewal-as-government-announces-billions-of-additional-investment-and-new-plans-to-boost-uk-businesses-jobs-and-innovation",
     "quotes": [
      "£4 billion commitment\" ... \"a high-performance data centre campus in Hertfordshire"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Hertfordshire (exact place not published by Equinix)",
   "status_group": "planned",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-DC-030",
     "name": "Equinix (UK)",
     "page": "data-centres",
     "href": "../../data-centres/#org=BIZ-DC-030",
     "page_label": "Data centres"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-DC-043",
   "name": "DC01 UK Ltd",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Granted planning permission for a cloud and AI data centre in Hertsmere, Hertfordshire (date not given on the page opened).",
   "one_line": "A UK company, formerly Hilfield Energy, that won planning permission for what its consultants call Europe's largest cloud and AI data centre, in Hertfordshire.",
   "description": "DC01 UK Ltd was incorporated on 28 July 2022 as Hilfield Battery Storage Limited, became Hilfield Energy Limited, and took its present name on 29 August 2024. A news page from its planning consultants, EGI, says DC01UK has been granted planning permission for \"Europe's largest cloud and AI data centre\" in Hertsmere, a week after the government's AI plan. The EGI page carries no date and is a vendor page, so the permission is single-source.",
   "uk_status": "uk",
   "company": {
    "ch_number": "14262393",
    "registered_office": "Unit 3 Cotswold Business Park, Millfield Lane, Caddington, Luton, United Kingdom, LU1 4AJ",
    "incorporated": "2022-07-28",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "14262393",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/14262393",
    "ch_note": null
   },
   "place": {
    "text": "Caddington, Luton (registered office LU1 4AJ; coordinates not retrieved)",
    "postcode": "LU1 4AJ",
    "lat": 51.856113,
    "lng": -0.468548,
    "region": "England: East of England",
    "admin_district": "Central Bedfordshire",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "property development",
    "data centres"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "property development",
   "function": "A UK company, formerly Hilfield Energy, that won planning permission for what its consultants call Europe's largest cloud and AI data centre, in Hertfordshire.",
   "affiliation": "Data centres",
   "sources": [
    "https://find-and-update.company-information.service.gov.uk/company/14262393",
    "https://egi.co.uk/news/europes-largest-cloud-and-ai-data-centre-approved",
    "https://find-and-update.company-information.service.gov.uk/company/14262393"
   ],
   "source_quotes": [
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/14262393",
     "quotes": [
      "DC01 UK LIMITED\" ... \"HILFIELD ENERGY LIMITED\" ... \"28 July 2022"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://egi.co.uk/news/europes-largest-cloud-and-ai-data-centre-approved",
     "quotes": [
      "Europe's largest cloud and AI data centre approved"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/14262393",
     "quotes": [
      "DC01 UK LIMITED",
      "Active",
      "68100 - Buying and selling of own real estate",
      "HILFIELD ENERGY LIMITED (12 Sep 2022 - 29 Aug 2024)",
      "HILFIELD BATTERY STORAGE LIMITED (28 Jul 2022 - 12 Sep 2022)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Caddington, Luton (registered office LU1 4AJ; coordinates not retrieved)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-DC-044"
   ]
  },
  {
   "id": "BIZ-DC-044",
   "name": "DC01UK data centre, Hertsmere",
   "bucket": "site",
   "status": "planned",
   "status_date": null,
   "status_detail": "Planning permission granted, according to EGI, about a week after the AI Opportunities Action Plan (January 2025); no construction start found.",
   "one_line": "A planned cloud and AI data centre in Hertsmere, Hertfordshire, with planning permission, developed by DC01 UK.",
   "description": "EGI's news page says DC01UK has been granted planning permission in Hertsmere, Hertfordshire, for what it calls Europe's largest cloud and AI data centre, a week after the government launched its AI Opportunities Action Plan. The page gives no MW, investment, date or address. Equinix's 85-acre Hertfordshire plot \"already permitted for data centre development\" (BIZ-DC-031) may or may not be this site; no page opened links the two.",
   "uk_status": "not_applicable",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Hertsmere, Hertfordshire (postcode not found on a primary page)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": {
    "operator": "not named",
    "owner": "DC01 UK (BIZ-DC-043) as developer",
    "power_mw_stated": "not stated",
    "gpus_stated": "not stated",
    "site_status": "planning permission granted (date not stated)",
    "ai_growth_zone": null,
    "site_stage": "planning",
    "power_mw": null
   },
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "data centres"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "data centres",
   "function": "A planned cloud and AI data centre in Hertsmere, Hertfordshire, with planning permission, developed by DC01 UK.",
   "affiliation": "Data centres",
   "sources": [
    "https://egi.co.uk/news/europes-largest-cloud-and-ai-data-centre-approved"
   ],
   "source_quotes": [
    {
     "url": "https://egi.co.uk/news/europes-largest-cloud-and-ai-data-centre-approved",
     "quotes": [
      "Europe's largest cloud and AI data centre approved"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Hertsmere, Hertfordshire (postcode not found on a primary page)",
   "status_group": "planned",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-DC-043"
   ]
  },
  {
   "id": "BIZ-DC-002",
   "name": "Nscale AI Campus, Loughton",
   "bucket": "site",
   "status": "planned",
   "status_date": "2026-10-18",
   "status_detail": "Announced 16 September 2025 with Microsoft as customer; on 18 October 2026 Reuters, citing the Telegraph, reported Microsoft had ended its agreement and that power was not expected until the 2030s; Nscale says it is looking at other power sources.",
   "one_line": "A planned AI data centre in Loughton, Essex, meant to hold over 23,000 NVIDIA chips for Microsoft; its main customer has withdrawn over grid delays.",
   "description": "Nscale announced the Loughton campus on 16 September 2025, saying it would deliver 50MW of AI capacity, scalable to 90MW, and would be the UK's largest AI supercomputer when live; Microsoft's chief executive described it as powered by over 23,000 GPUs. On 18 October 2026 the Telegraph reported, and Reuters repeated, that Microsoft had ended its agreement. Network World reported that grid officials did not expect to supply power until the 2030s and that the project had been expected to start in early 2027. Microsoft said the decision \"relates to a single site\". Nscale says it remains committed to the project. No planning record or postcode was opened. [Round 6, 30 Oct 2026] gpu_fleet: January 2025 plan: up to 45,000 NVIDIA GB200 GPUs, 50MW scalable to 90MW, live Q4 2026; 500 construction jobs and 250 operating jobs over three years [Round 6, 30 Oct 2026] gpu_fleet: September 2025 plan: 23,040 NVIDIA GB300 GPUs at first, delivered Q1 2027, 50MW scalable to 90MW, for Microsoft Azure services",
   "uk_status": "not_applicable",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Loughton, Essex (postcode not found on a primary page)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [
    {
     "kind": "note",
     "amount": null,
     "currency": null,
     "date": null,
     "detail": null,
     "raw": "null (no investment figure stated on pages opened)",
     "kind_as_written": null,
     "amount_gbp": null,
     "fx_rate": null,
     "fx_source": null,
     "fx_note": "no amount published",
     "txt": "",
     "gbp_txt": ""
    }
   ],
   "site": {
    "operator": "Nscale (BIZ-DC-001)",
    "owner": "not stated",
    "power_mw_stated": "50 MW planned, \"scalable to 90MW\" (Nscale, 16 Sept 2025)",
    "gpus_stated": "\"over 23,000 GPUs\" planned for Microsoft (Nscale release, Microsoft CEO quote); Network World reports 23,040 Nvidia GB300",
    "site_status": "announced, 2025-09-16; anchor customer withdrew 2026-10-18; grid power not expected until the 2030s (reported)",
    "ai_growth_zone": null,
    "site_stage": "announced",
    "power_mw": 50.0
   },
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "data centres",
    "AI supercomputing"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "data centres",
   "function": "A planned AI data centre in Loughton, Essex, meant to hold over 23,000 NVIDIA chips for Microsoft; its main customer has withdrawn over grid delays.",
   "affiliation": "Data centres",
   "sources": [
    "https://www.nscale.com/press-releases/nscale-uk-ai-infrastructure-announcement",
    "https://www.nscale.com/press-releases/nscale-uk-ai-infrastructure-announcement",
    "https://www.businessday.co.za/world/international-companies/2026-10-18-microsoft-pulls-out-of-uk-data-centre-project/",
    "https://www.networkworld.com/article/4238599/microsoft-exits-uk-ai-data-center-project-over-electricity-delays.html",
    "https://www.datacenterdynamics.com/en/news/openai-announces-stargate-uk-with-up-to-8000-gpus-at-nscale-data-centers/",
    "https://www.nscale.com/press-releases/ai-hyperscaler-nscale-to-invest-gbp-2-billion-in-the-uk-data-centre-industry"
   ],
   "source_quotes": [
    {
     "url": "https://www.nscale.com/press-releases/nscale-uk-ai-infrastructure-announcement",
     "quotes": [
      "The site will deliver 50MW of AI capacity, scalable to 90MW."
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.nscale.com/press-releases/nscale-uk-ai-infrastructure-announcement",
     "quotes": [
      "Together with Nscale, we are proud to announce the UK's largest supercomputer, powered by over 23,000 GPUs."
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.businessday.co.za/world/international-companies/2026-10-18-microsoft-pulls-out-of-uk-data-centre-project/",
     "quotes": [
      "recently terminated its agreement for the data centre in Loughton, Essex"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.networkworld.com/article/4238599/microsoft-exits-uk-ai-data-center-project-over-electricity-delays.html",
     "quotes": [
      "We remain committed to both the Loughton project and the UK"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.datacenterdynamics.com/en/news/openai-announces-stargate-uk-with-up-to-8000-gpus-at-nscale-data-centers/",
     "quotes": [
      "to deploy 23,000 Nvidia Grace Blackwell Ultra GPUs at its planned Loughton, Essex, data center"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.nscale.com/press-releases/ai-hyperscaler-nscale-to-invest-gbp-2-billion-in-the-uk-data-centre-industry",
     "quotes": [
      "This UK facility can house up to 45,000 of the latest NVIDIA® GB200 GPUs."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Loughton, Essex (postcode not found on a primary page)",
   "status_group": "planned",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-DC-001",
     "name": "Nscale",
     "page": "data-centres",
     "href": "../../data-centres/#org=BIZ-DC-001",
     "page_label": "Data centres"
    },
    {
     "kind": "supplies",
     "id": "BIZ-BIG-009",
     "name": "Microsoft (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-009",
     "page_label": "Big tech in the UK"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-DC-004",
   "name": "Kao Data",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-06-08",
   "status_detail": "Announced a 22MW, ten-year agreement with Nebius at its Harlow campus on 8 June 2026.",
   "one_line": "Builds and runs data centres designed for AI and high-performance computing, with a campus at Harlow and a site under way in Stockport.",
   "description": "Kao Data runs a campus at Harlow, Essex, with two operational data centres and two more under development or planned, and lists further locations in Slough, Northolt and Manchester (Stockport). In June 2026 it signed a 22MW, ten-year agreement with the AI cloud company Nebius at Harlow. Its Stockport site, KMAN-01, is a £350 million build due to operate from the third quarter of 2027. Owners are not named on pages opened.",
   "uk_status": "uk",
   "company": {
    "ch_number": "11756346",
    "registered_office": "Kao Data Campus, London Road, Harlow, United Kingdom, CM17 9NA",
    "incorporated": "2019-01-08",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "11756346",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/11756346",
    "ch_note": null
   },
   "place": {
    "text": "Harlow, Essex (CM17 9NA; coordinates not retrieved)",
    "postcode": "CM17 9NA",
    "lat": 51.771411,
    "lng": 0.128977,
    "region": "England: East of England",
    "admin_district": "Harlow",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Spencer Lamb",
     "role": "CEO",
     "from": null,
     "source": "https://kaodata.com/discover/news/nebius-chooses-kao-datas-harlow-campus-for-major-ai-infrastructure-deployment/"
    }
   ],
   "money": [
    {
     "kind": "note",
     "amount": null,
     "currency": null,
     "date": null,
     "detail": null,
     "raw": "null (site-level figures in BIZ-DC-005 and BIZ-DC-006)",
     "kind_as_written": null,
     "amount_gbp": null,
     "fx_rate": null,
     "fx_source": null,
     "fx_note": "no amount published",
     "txt": "",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "data centres"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": "biz-kao-data",
   "type": "Companies",
   "category": "data centres",
   "function": "Builds and runs data centres designed for AI and high-performance computing, with a campus at Harlow and a site under way in Stockport.",
   "affiliation": "Data centres",
   "sources": [
    "https://find-and-update.company-information.service.gov.uk/company/11756346",
    "https://kaodata.com/discover/news/nebius-chooses-kao-datas-harlow-campus-for-major-ai-infrastructure-deployment/",
    "https://www.hpcwire.com/aiwire/2026/06/09/nebius-chooses-kao-datas-harlow-campus-for-major-ai-infrastructure-deployment/"
   ],
   "source_quotes": [
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/11756346",
     "quotes": [
      "KAO DATA LIMITED\" ... \"Kao Data Campus, London Road, Harlow, United Kingdom, CM17 9NA\" ... \"8 January 2019"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://kaodata.com/discover/news/nebius-chooses-kao-datas-harlow-campus-for-major-ai-infrastructure-deployment/",
     "quotes": [
      "The 22MW, 10-year agreement will support AI innovation within the UK's world-leading academic and research communities"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.hpcwire.com/aiwire/2026/06/09/nebius-chooses-kao-datas-harlow-campus-for-major-ai-infrastructure-deployment/",
     "quotes": [
      "The 22MW, 10-year agreement will support AI innovation within the UK's world-leading academic and research communities,"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Harlow, Essex (CM17 9NA; coordinates not retrieved)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: buys_from",
     "id": "BIZ-CLD-003",
     "name": "Ori",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-003",
     "page_label": "Cloud and compute"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-DC-026",
     "name": "Nebius UK capacity build-out (four sites)",
     "page": "data-centres",
     "href": "../../data-centres/#org=BIZ-DC-026",
     "page_label": "Data centres"
    },
    {
     "kind": "supplies",
     "id": "BIZ-BIG-021",
     "name": "Nebius (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-021",
     "page_label": "Big tech in the UK"
    },
    {
     "kind": "linked from: part_of",
     "id": "BIZ-DC-006",
     "name": "Kao Data Manchester (KMAN-01), Stockport",
     "page": "data-centres",
     "href": "../../data-centres/#org=BIZ-DC-006",
     "page_label": "Data centres"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-309",
     "name": "Infratil",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-309",
     "page_label": "Investors"
    }
   ],
   "label_links": [],
   "degree": 2,
   "related_ids": [
    "BIZ-CLD-023",
    "BIZ-DC-005"
   ]
  },
  {
   "id": "BIZ-DC-005",
   "name": "Kao Data Harlow campus",
   "bucket": "site",
   "status": "active",
   "status_date": "2026-06-08",
   "status_detail": "Two data halls operational, a third under development and a fourth planned; Nebius took 22MW on a ten-year agreement announced 8 June 2026.",
   "one_line": "A campus of four data centres at Harlow, Essex, two running, built for AI and high-performance computing; Nebius rents 22MW there.",
   "description": "Kao Data's Harlow campus is planned as four data centres: KLON-01 (8.8MW, operational), KLON-02 (8.8MW, operational), KLON-03 (17.6MW, under development) and KLON-04 (36MW, planned). The company says the campus will support an IT load of 71MW when complete and could eventually take 150MW. On 8 June 2026 Kao Data and Nebius announced a 22MW, ten-year agreement for Nebius's AI cloud at Harlow. The release gives no GPU count.",
   "uk_status": "not_applicable",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Kao Data Campus, London Road, Harlow (CM17 9NA; coordinates not retrieved)",
    "postcode": "CM17 9NA",
    "lat": 51.771411,
    "lng": 0.128977,
    "region": "England: East of England",
    "admin_district": "Harlow",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [],
   "site": {
    "operator": "Kao Data (BIZ-DC-004)",
    "owner": "Kao Data (as operator; ultimate owners not stated)",
    "power_mw_stated": "17.6 MW live (2 × 8.8MW operational); 71MW IT load when complete (planned); \"eventually\" 150MW; 22MW contracted to Nebius (2026-06-08)",
    "gpus_stated": "not stated",
    "site_status": "live (phases 1–2); phase 3 under construction; phase 4 planned",
    "ai_growth_zone": null,
    "site_stage": "under_construction",
    "power_mw": 17.6
   },
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "data centres"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "data centres",
   "function": "A campus of four data centres at Harlow, Essex, two running, built for AI and high-performance computing; Nebius rents 22MW there.",
   "affiliation": "Data centres",
   "sources": [
    "https://kaodata.com/locations/harlow/",
    "https://kaodata.com/discover/news/nebius-chooses-kao-datas-harlow-campus-for-major-ai-infrastructure-deployment/",
    "https://www.hpcwire.com/aiwire/2026/06/09/nebius-chooses-kao-datas-harlow-campus-for-major-ai-infrastructure-deployment/"
   ],
   "source_quotes": [
    {
     "url": "https://kaodata.com/locations/harlow/",
     "quotes": [
      "Kao Data Campus, London Road, Harlow, CM17 9NA\" ... \"support an ITE load of 71MW\" ... \"eventually accommodate an impressive IT-load of 150MW"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://kaodata.com/discover/news/nebius-chooses-kao-datas-harlow-campus-for-major-ai-infrastructure-deployment/",
     "quotes": [
      "The 22MW, 10-year agreement will support AI innovation within the UK's world-leading academic and research communities"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.hpcwire.com/aiwire/2026/06/09/nebius-chooses-kao-datas-harlow-campus-for-major-ai-infrastructure-deployment/",
     "quotes": [
      "LONDON, June 9, 2026"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Kao Data Campus, London Road, Harlow (CM17 9NA; coordinates not retrieved)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: located_in",
     "id": "BIZ-CLD-003",
     "name": "Ori",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-003",
     "page_label": "Cloud and compute"
    },
    {
     "kind": "supplies",
     "id": "BIZ-BIG-021",
     "name": "Nebius (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-021",
     "page_label": "Big tech in the UK"
    }
   ],
   "label_links": [],
   "degree": 2,
   "related_ids": [
    "BIZ-CLD-023",
    "BIZ-DC-004"
   ]
  },
  {
   "id": "BIZ-DC-009",
   "name": "University of Cambridge Research Computing Services",
   "bucket": "org",
   "status": "active",
   "status_date": "2026-03-16",
   "status_detail": "Runs Dawn; named in March 2026 as co-designing and operating the Sunrise supercomputer at Culham.",
   "one_line": "The University of Cambridge service that built and runs the Dawn AI supercomputer and is to operate Sunrise at Culham.",
   "description": "University of Cambridge Research Computing Services built Dawn with Intel and Dell Technologies, hosted at the Cambridge Open Zettascale Lab, with support from UKRI. In March 2026 GOV.UK quoted Cambridge as working with UKAEA, Dell, AMD and StackHPC to co-design, deliver and operate Sunrise at Culham. A university body, not a business.",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": "non-profit",
    "owner_or_acquirer": "University of Cambridge",
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Paul Calleja",
     "role": "Director, Research Computing Services, University of Cambridge; Director of the Dawn AI Service",
     "from": "— (named 2023-11)",
     "source": "https://www.cam.ac.uk/news/cambridge-intel-and-dell-join-forces-on-uks-fastest-ai-supercomputer",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "research computing"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Networks, bodies, events and media",
   "category": "research computing",
   "function": "The University of Cambridge service that built and runs the Dawn AI supercomputer and is to operate Sunrise at Culham.",
   "affiliation": "Data centres",
   "sources": [
    "https://www.cam.ac.uk/news/cambridge-intel-and-dell-join-forces-on-uks-fastest-ai-supercomputer",
    "https://www.gov.uk/government/news/45m-for-uks-first-ai-supercomputer-to-accelerate-fusion-energy"
   ],
   "source_quotes": [
    {
     "url": "https://www.cam.ac.uk/news/cambridge-intel-and-dell-join-forces-on-uks-fastest-ai-supercomputer",
     "quotes": [
      "built by the University of Cambridge Research Computing Services, Intel and Dell Technologies"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/45m-for-uks-first-ai-supercomputer-to-accelerate-fusion-energy",
     "quotes": [
      "co-design, deliver and operate Sunrise"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Networks, bodies, events and media",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "supplies_government",
     "id": "GOV-RES-013",
     "name": "AI Research Resource (AIRR) — access routes and allocation",
     "page": "government",
     "href": "../../../government/research/ukri/#org=GOV-RES-013",
     "page_label": "UK Government AI Universe"
    },
    {
     "kind": "linked from: part_of",
     "id": "BIZ-DC-011",
     "name": "Sunrise, UKAEA Culham Campus",
     "page": "data-centres",
     "href": "../../data-centres/#org=BIZ-DC-011",
     "page_label": "Data centres"
    }
   ],
   "label_links": [
    {
     "kind": "part_of",
     "name": "University of Cambridge"
    },
    {
     "kind": "partner_of",
     "name": "UK Atomic Energy Authority"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-DC-010"
   ]
  },
  {
   "id": "BIZ-DC-010",
   "name": "Dawn, Cambridge",
   "bucket": "site",
   "status": "active",
   "status_date": "2026-01-26",
   "status_detail": "GOV.UK announced on 26 January 2026 a £36 million investment to make Dawn six times more powerful with AMD MI355X GPUs, with extra capacity expected by spring 2026.",
   "one_line": "A public AI supercomputer in Cambridge, part of the government's AI Research Resource, being expanded with £36 million in 2026.",
   "description": "Dawn was announced on 1 November 2023, built by University of Cambridge Research Computing Services with Intel and Dell Technologies and hosted at the Cambridge Open Zettascale Lab, with support from UKRI. GOV.UK said in 2023 it would be powered by over 1,000 Intel chips. On 26 January 2026 GOV.UK announced a £36 million investment to raise its capacity sixfold using AMD Instinct MI355X GPUs integrated by Dell, with the extra capacity expected by spring 2026. Whether the expansion is now live was not confirmed on a page opened. [Round 4, 30 Oct 2026] upgrade: Upgrade in procurement to raise capacity sixfold by Spring 2026 (as stated Jan 2026). [Round 6, 30 Oct 2026] key_facts: 1,024 Intel Data Centre GPU Max 1550; built with Dell and StackHPC; planned \"fully operational by the end of this year\" (2023) [Round 6, 30 Oct 2026] gpus: 1,024 Intel Data Center GPU Max 1550 (128 GiB each) on 256 Dell PowerEdge XE9640 nodes, 4 GPUs and 2 × 48-core Intel Xeon per node [Round 6, 30 Oct 2026] peak performance: 19 petaflops (Intel-powered) (2026-01) [Round 6, 30 Oct 2026] vendors and co-design: Co-designed by Cambridge Research Computing Services, the Cambridge Open Zettascale Lab, Intel and Dell Technologies; UKAEA and UKRI partners; announced 2023-11-01; Phase 2 with 10 times the performance was the stated 2024 aim [Round 6, 30 Oct 2026] projects: Supported over 350 projects (2026-01-26) [Round 6, 30 Oct 2026] upgrade: AMD Instinct MI355X accelerators in Dell PowerEdge servers added within the £36m package; StackHPC software; extra capacity from Spring 2026 (2026-01-26) [Round 6, 30 Oct 2026] successor / status: Removed from the UKRI AIRR Rapid Access route on 2026-10-15, with Zenith added in its place",
   "uk_status": "not_applicable",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge Open Zettascale Lab, Cambridge (postcode not found on a primary page)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Richard McMahon",
     "role": "Chair, Cambridge Research Computing Advisory Group; UKRI Dawn Principal Investigator",
     "from": "— (named 2023-11)",
     "source": "https://www.cam.ac.uk/news/cambridge-intel-and-dell-join-forces-on-uks-fastest-ai-supercomputer",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "grant",
     "amount": 36000000,
     "currency": "GBP",
     "date": "2026-01-26",
     "detail": "government investment to expand Dawn, stated by GOV.UK",
     "raw": "grant: 36000000 GBP 2026-01-26 — government investment to expand Dawn, stated by GOV.UK",
     "amount_gbp": 36000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£36m",
     "gbp_txt": ""
    }
   ],
   "site": {
    "operator": "University of Cambridge Research Computing Services (BIZ-DC-009)",
    "owner": "not stated (University of Cambridge hosts it)",
    "power_mw_stated": "not stated",
    "gpus_stated": "\"over 1000 Intel chips\" (2023, as stated); expansion with AMD Instinct MI355X GPUs, count not stated",
    "site_status": "live; expansion due spring 2026 (not confirmed)",
    "ai_growth_zone": null,
    "site_stage": "live",
    "power_mw": null
   },
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "research computing",
    "AI supercomputing"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "research computing",
   "function": "A public AI supercomputer in Cambridge, part of the government's AI Research Resource, being expanded with £36 million in 2026.",
   "affiliation": "Data centres",
   "sources": [
    "https://www.gov.uk/government/news/cambridge-supercomputer-set-to-get-6-times-more-powerful-as-government-backs-british-ai-innovation",
    "https://www.cam.ac.uk/news/cambridge-intel-and-dell-join-forces-on-uks-fastest-ai-supercomputer",
    "https://www.gov.uk/government/news/technology-secretary-announces-investment-boost-making-british-ai-supercomputing-30-times-more-powerful",
    "https://www.gov.uk/government/publications/ai-opportunities-action-plan-one-year-on/ai-opportunities-action-plan-one-year-on",
    "https://www.gov.uk/government/publications/ai-research-resource/airr-advanced-supercomputers-for-the-uk",
    "https://www.hpc.cam.ac.uk/access-dawn",
    "https://www.datacenterdynamics.com/en/news/uk-govt-announces-36m-investment-to-boost-supercomputing-capacity/",
    "https://www.hpc.cam.ac.uk/rise-dawn",
    "https://www.ukri.org/opportunity/isambard-ai-and-zenith-airr-supercomputers-rapid-access-route/"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/news/cambridge-supercomputer-set-to-get-6-times-more-powerful-as-government-backs-british-ai-innovation",
     "quotes": [
      "£36 million investment\" ... \"AMD Instinct's latest MI355X GPUs\" ... \"by spring 2026"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.cam.ac.uk/news/cambridge-intel-and-dell-join-forces-on-uks-fastest-ai-supercomputer",
     "quotes": [
      "Hosted at Cambridge Open Zettascale Lab's site"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/technology-secretary-announces-investment-boost-making-british-ai-supercomputing-30-times-more-powerful",
     "quotes": [
      "will be powered by over 1000 Intel chips"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/publications/ai-opportunities-action-plan-one-year-on/ai-opportunities-action-plan-one-year-on",
     "quotes": [
      "sixfold by Spring 2026"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/publications/ai-research-resource/airr-advanced-supercomputers-for-the-uk",
     "quotes": [
      "powered by 1,024 Intel Data Centre graphics processing unit\"; https://www.ukri.org/news/300-million-to-launch-first-phase-of-new-ai-research-resource/ — \"Over a thousand top-end Intel graphics processing units"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.hpc.cam.ac.uk/access-dawn",
     "quotes": [
      "The Dawn supercomputer is made up of 1,024 Intel Data Centre GPU Max 1550 GPUs.\"; https://docs.hpc.shef.ac.uk/en/latest/other-uk-hpc-resources.html — \"Dawn provides GPU computing for AI research on 256 Dell PowerEdge XE9640 nodes."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.datacenterdynamics.com/en/news/uk-govt-announces-36m-investment-to-boost-supercomputing-capacity/",
     "quotes": [
      "the Intel-powered, 19 petaflops Dawn"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.hpc.cam.ac.uk/rise-dawn",
     "quotes": [
      "has been in co-design with Dell and Intel for the past two years.\"; https://www.cam.ac.uk/news/cambridge-intel-and-dell-join-forces-on-uks-fastest-ai-supercomputer — \"the fastest AI supercomputer deployed in the UK today."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.ukri.org/opportunity/isambard-ai-and-zenith-airr-supercomputers-rapid-access-route/",
     "quotes": [
      "Dawn supercomputer resource removed and Zenith supercomputer resource added."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Cambridge Open Zettascale Lab, Cambridge (postcode not found on a primary page)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-CLD-016",
     "name": "AI Research Resource (AIRR)",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-016",
     "page_label": "Cloud and compute"
    },
    {
     "kind": "supplies_government",
     "id": "GOV-RES-013",
     "name": "AI Research Resource (AIRR) — access routes and allocation",
     "page": "government",
     "href": "../../../government/research/ukri/#org=GOV-RES-013",
     "page_label": "UK Government AI Universe"
    }
   ],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-DC-009"
   ]
  },
  {
   "id": "BIZ-DC-022",
   "name": "Google (UK data centres)",
   "bucket": "co",
   "status": "active",
   "status_date": "2025-09-16",
   "status_detail": "Opened its Waltham Cross data centre on 16 September 2025 as part of a two-year, £5 billion UK investment.",
   "one_line": "The UK data-centre operation of the US technology company Google, which opened a data centre at Waltham Cross, Hertfordshire, in September 2025.",
   "description": "Google announced a $1 billion data centre at Waltham Cross in January 2024 and opened it on 16 September 2025, as part of a two-year £5 billion UK investment that also covers research and engineering. It is recorded here only as the operator of the Waltham Cross site; its wider UK business belongs on the Big tech in the UK page.",
   "uk_status": "foreign_with_uk_base",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": "Alphabet (not checked on a page opened)",
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Waltham Cross, Hertfordshire",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [
    {
     "kind": "investment_pledge",
     "amount": 5000000000,
     "currency": "GBP",
     "date": "2025-09-16",
     "detail": "two-year UK investment including capital expenditure, stated by Google",
     "raw": "investment_pledge: 5000000000 GBP 2025-09-16 — two-year UK investment including capital expenditure, stated by Google",
     "amount_gbp": 5000000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£5bn",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "cloud computing",
    "data centres"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": "BIZ-BIG-011",
   "package1_id": null,
   "type": "Companies",
   "category": "cloud computing",
   "function": "The UK data-centre operation of the US technology company Google, which opened a data centre at Waltham Cross, Hertfordshire, in September 2025.",
   "affiliation": "Data centres",
   "sources": [
    "https://blog.google/company-news/inside-google/around-the-globe/google-europe/united-kingdom/waltham-cross-data-centre/",
    "https://www.gov.uk/government/news/record-breaking-150bn-investment-unveiled-during-us-state-visit"
   ],
   "source_quotes": [
    {
     "url": "https://blog.google/company-news/inside-google/around-the-globe/google-europe/united-kingdom/waltham-cross-data-centre/",
     "quotes": [
      "£5 billion investment including capital expenditure"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/record-breaking-150bn-investment-unveiled-during-us-state-visit",
     "quotes": [
      "Google has announced the opening of its data centre in Waltham Cross, Hertfordshire"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Waltham Cross, Hertfordshire",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-CLD-009",
     "name": "Google Cloud London region (europe-west2)",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-009",
     "page_label": "Cloud and compute"
    },
    {
     "kind": "same_as",
     "id": "BIZ-BIG-011",
     "name": "Google (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-011",
     "page_label": "Big tech in the UK"
    }
   ],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-DC-023"
   ]
  },
  {
   "id": "BIZ-DC-023",
   "name": "Google Waltham Cross data centre",
   "bucket": "site",
   "status": "active",
   "status_date": "2025-09-16",
   "status_detail": "Opened on 16 September 2025 by the Chancellor, Rachel Reeves.",
   "one_line": "A Google data centre on a 33-acre site at Waltham Cross, Hertfordshire, opened in 2025 to meet demand for AI and cloud services.",
   "description": "Google announced on 18 January 2024 a $1 billion investment in a data centre on a 33-acre site at Waltham Cross. It opened on 16 September 2025; Google says it will help meet demand for AI services such as Google Cloud, Search and Maps. No MW or chip figures were stated on pages opened. [Round 4, 30 Oct 2026] BIG TECH IN THE UK: Google data centre on Theobalds Business Park, Cheshunt (Waltham Cross), Hertfordshire; building began January 2024 as a $1bn investment; opening announced September 2025.",
   "uk_status": "not_applicable",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Waltham Cross, Hertfordshire (postcode not found on a primary page)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [
    {
     "kind": "investment_pledge",
     "amount": 1000000000,
     "currency": "USD",
     "date": "2024-01-18",
     "detail": "stated by Google",
     "raw": "investment_pledge: 1000000000 USD 2024-01-18 — stated by Google",
     "amount_gbp": 789141414,
     "fx_rate": 1.2672,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.2672 per £ on 2024-01-18",
     "fx_date": "2024-01-18",
     "fx_note": "",
     "txt": "US$1bn",
     "gbp_txt": "£789.1m"
    }
   ],
   "site": {
    "operator": "Google (BIZ-DC-022)",
    "owner": "Google",
    "power_mw_stated": "not stated",
    "gpus_stated": "not stated",
    "site_status": "live, 2025-09-16",
    "ai_growth_zone": null,
    "site_stage": "live",
    "power_mw": null
   },
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "cloud computing",
    "data centres"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "cloud computing",
   "function": "A Google data centre on a 33-acre site at Waltham Cross, Hertfordshire, opened in 2025 to meet demand for AI and cloud services.",
   "affiliation": "Data centres",
   "sources": [
    "https://blog.google/around-the-globe/google-europe/united-kingdom/google-1-billion-investment-in-a-new-uk-data-centre/",
    "https://blog.google/company-news/inside-google/around-the-globe/google-europe/united-kingdom/waltham-cross-data-centre/",
    "https://www.gov.uk/government/news/record-breaking-150bn-investment-unveiled-during-us-state-visit",
    "https://www.broxbourne.gov.uk/news/article/321/google-set-to-build-new-data-centre-in-cheshunt"
   ],
   "source_quotes": [
    {
     "url": "https://blog.google/around-the-globe/google-europe/united-kingdom/google-1-billion-investment-in-a-new-uk-data-centre/",
     "quotes": [
      "investing $1 billion in a new UK data centre in Waltham Cross, Hertfordshire.\" ... \"The 33-acre site will create construction and technical jobs for the local community."
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://blog.google/company-news/inside-google/around-the-globe/google-europe/united-kingdom/waltham-cross-data-centre/",
     "quotes": [
      "opened by Chancellor Rachel Reeves"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/record-breaking-150bn-investment-unveiled-during-us-state-visit",
     "quotes": [
      "Google has announced the opening of its data centre in Waltham Cross, Hertfordshire"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.broxbourne.gov.uk/news/article/321/google-set-to-build-new-data-centre-in-cheshunt",
     "quotes": [
      "Google has announced that it has started building a new data centre on a site in Cheshunt."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Waltham Cross, Hertfordshire (postcode not found on a primary page)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-BIG-011",
     "name": "Google (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-011",
     "page_label": "Big tech in the UK"
    }
   ],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-DC-022"
   ]
  },
  {
   "id": "BIZ-EST-030",
   "name": "AstraZeneca Enterprise AI unit",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-20",
   "status_detail": "AstraZeneca's Chief Digital, Data and AI Officer, Anne-Claire Gerbaldi, was quoted on the Oracle AI collaboration announced on 20 October 2026.",
   "one_line": "AstraZeneca's in-house AI centre of excellence, which applies AI and data across research, clinical trials, commercial and operations.",
   "description": "AstraZeneca's careers site describes Enterprise AI as a unit that \"acts as a global centre of excellence\", combining scientific knowledge with AI and data across research, commercial, operations and corporate functions; its job postings are in Cambridge, London, Barcelona and Gaithersburg. Anne-Claire Gerbaldi is SVP, Chief Digital, Data and AI Officer. AstraZeneca's AI deals recorded on this page are with CSPC (BIZ-EST-031), insitro (BIZ-EST-032) and Oracle (BIZ-EST-033). The unit's size is not published on the page opened.",
   "uk_status": "uk",
   "company": {
    "ch_number": "02723534",
    "registered_office": "1 Francis Crick Avenue, Cambridge Biomedical Campus, Cambridge, CB2 0AA",
    "incorporated": "1992-06-17",
    "legal_form": "plc",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "02723534",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/02723534",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB2 0AA)",
    "postcode": "CB2 0AA",
    "lat": 52.174455,
    "lng": 0.135139,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Anne-Claire Gerbaldi",
     "role": "SVP, Chief Digital, Data and AI Officer, AstraZeneca",
     "from": null,
     "source": "https://careers.astrazeneca.com/enterpriseai"
    },
    {
     "name": "Pascal Soriot",
     "role": "Chief Executive Officer, AstraZeneca",
     "from": null,
     "source": "https://www.astrazeneca.com/media-centre/press-releases/2026/astrazeneca-oracle-launch-global-ai-collaboration-advance-clinical-trial-optimisation-support-better-patient-outcomes.html"
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation",
    "AI implementation"
   ],
   "sectors": [
    "pharmaceuticals"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "pharma and health",
   "function": "AstraZeneca's in-house AI centre of excellence, which applies AI and data across research, clinical trials, commercial and operations.",
   "affiliation": "Established firms",
   "sources": [
    "https://careers.astrazeneca.com/enterpriseai",
    "https://www.astrazeneca.com/media-centre/press-releases/2026/astrazeneca-oracle-launch-global-ai-collaboration-advance-clinical-trial-optimisation-support-better-patient-outcomes.html",
    "https://find-and-update.company-information.service.gov.uk/search?q=AstraZeneca+plc"
   ],
   "source_quotes": [
    {
     "url": "https://careers.astrazeneca.com/enterpriseai",
     "quotes": [
      "acts as a global centre of excellence",
      "SVP, Chief Digital, data and AI Officer"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.astrazeneca.com/media-centre/press-releases/2026/astrazeneca-oracle-launch-global-ai-collaboration-advance-clinical-trial-optimisation-support-better-patient-outcomes.html",
     "quotes": [
      "Anne-Claire Gerbaldi, Chief Digital, Data and AI Officer (fetch-tool summary of 20 October 2026 release)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search?q=AstraZeneca+plc",
     "quotes": [
      "ASTRAZENECA PLC\" \"02723534\" \"1 Francis Crick Avenue, Cambridge Biomedical Campus"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation",
    "AI implementation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "established"
    }
   ],
   "div_label": "Established firms",
   "location": "Cambridge (CB2 0AA)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: part_of",
     "id": "BIZ-EST-065",
     "name": "AstraZeneca iLab (automated AI chemistry lab)",
     "page": "established",
     "href": "../../established/#org=BIZ-EST-065",
     "page_label": "Established firms"
    }
   ],
   "label_links": [],
   "degree": 6,
   "related_ids": [
    "BIZ-EST-031",
    "BIZ-EST-032",
    "BIZ-EST-033"
   ]
  },
  {
   "id": "BIZ-EST-031",
   "name": "AstraZeneca and CSPC AI drug discovery collaboration",
   "bucket": "part",
   "status": "active",
   "status_date": "2025-06-13",
   "status_detail": "Announced on 13 June 2025 with a US$110m upfront payment to CSPC.",
   "one_line": "AstraZeneca pays China's CSPC to find oral drug candidates using CSPC's AI-driven drug discovery platform.",
   "description": "On 13 June 2025 AstraZeneca entered a strategic research collaboration with CSPC Pharmaceuticals of Shijiazhuang, China, to discover preclinical oral drug candidates for chronic diseases, including an oral small molecule for immunological diseases. CSPC does the research with its AI-driven drug discovery platform. CSPC receives US$110m upfront and is eligible for up to US$1.62bn in development milestones and up to US$3.6bn in sales milestones, plus single-digit royalties. Sharon Barr, Executive Vice President and Head of BioPharmaceuticals R&D, was quoted.",
   "uk_status": "uk",
   "company": {
    "ch_number": "02723534",
    "registered_office": "1 Francis Crick Avenue, Cambridge Biomedical Campus, Cambridge, CB2 0AA",
    "incorporated": "1992-06-17",
    "legal_form": "plc",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "02723534",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/02723534",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB2 0AA)",
    "postcode": "CB2 0AA",
    "lat": 52.174455,
    "lng": 0.135139,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Sharon Barr",
     "role": "Executive Vice President and Head of BioPharmaceuticals R&D, AstraZeneca",
     "from": null,
     "source": "https://www.astrazeneca.com/media-centre/press-releases/2025/astrazeneca-enters-into-collaboration-with-cspc.html"
    }
   ],
   "money": [
    {
     "kind": "contract",
     "amount": 110000000,
     "currency": "USD",
     "date": "2025-06-13",
     "detail": "upfront payment to CSPC",
     "raw": "contract: 110000000 USD 2025-06-13 — upfront payment to CSPC",
     "amount_gbp": 81025339,
     "fx_rate": 1.3576,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3576 per £ on 2025-06-13",
     "fx_date": "2025-06-13",
     "fx_note": "",
     "txt": "US$110m",
     "gbp_txt": "£81m"
    },
    {
     "kind": "contract",
     "amount": 1620000000,
     "currency": "USD",
     "date": "2025-06-13",
     "detail": "potential development milestones",
     "raw": "contract: 1620000000 USD 2025-06-13 — potential development milestones",
     "amount_gbp": 1193282263,
     "fx_rate": 1.3576,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3576 per £ on 2025-06-13",
     "fx_date": "2025-06-13",
     "fx_note": "",
     "txt": "US$1.62bn",
     "gbp_txt": "£1.19bn"
    },
    {
     "kind": "contract",
     "amount": 3600000000,
     "currency": "USD",
     "date": "2025-06-13",
     "detail": "potential sales milestones",
     "raw": "contract: 3600000000 USD 2025-06-13 — potential sales milestones",
     "amount_gbp": 2651738362,
     "fx_rate": 1.3576,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3576 per £ on 2025-06-13",
     "fx_date": "2025-06-13",
     "fx_note": "",
     "txt": "US$3.60bn",
     "gbp_txt": "£2.65bn"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation"
   ],
   "sectors": [
    "pharmaceuticals",
    "drug discovery"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Partnerships and contracts",
   "category": "pharma and health",
   "function": "AstraZeneca pays China's CSPC to find oral drug candidates using CSPC's AI-driven drug discovery platform.",
   "affiliation": "Established firms",
   "sources": [
    "https://www.astrazeneca.com/media-centre/press-releases/2025/astrazeneca-enters-into-collaboration-with-cspc.html"
   ],
   "source_quotes": [
    {
     "url": "https://www.astrazeneca.com/media-centre/press-releases/2025/astrazeneca-enters-into-collaboration-with-cspc.html",
     "quotes": [
      "upfront payment of $110 million",
      "up to $1.62 billion in potential development milestone payments",
      "up to $3.6 billion in sales milestone payments\" (13 June 2025)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Partnerships and contracts",
     "div": "established"
    }
   ],
   "div_label": "Established firms",
   "location": "Cambridge (CB2 0AA)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "CSPC Pharmaceuticals"
    }
   ],
   "degree": 2,
   "related_ids": [
    "BIZ-EST-030"
   ]
  },
  {
   "id": "BIZ-EST-032",
   "name": "AstraZeneca and insitro AI collaboration",
   "bucket": "part",
   "status": "active",
   "status_date": "2026-10-15",
   "status_detail": "Announced on 15 October 2026 with a US$40m upfront payment to insitro.",
   "one_line": "AstraZeneca licenses the US company insitro's AI platform to find drug targets for liver disease and heart muscle disease.",
   "description": "On 15 October 2026 AstraZeneca announced a strategic drug discovery collaboration and licensing agreement with insitro, a US AI drug discovery company led by founder and chief executive Daphne Koller. insitro's AI platform will be used to identify causal disease biology and advance AstraZeneca-nominated targets in MASH and cardiomyopathies. insitro receives US$40m upfront and is eligible for up to about US$1.46bn in development and commercial milestones and single-digit royalties; AstraZeneca gets exclusive worldwide rights to selected programmes.",
   "uk_status": "uk",
   "company": {
    "ch_number": "02723534",
    "registered_office": "1 Francis Crick Avenue, Cambridge Biomedical Campus, Cambridge, CB2 0AA",
    "incorporated": "1992-06-17",
    "legal_form": "plc",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "02723534",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/02723534",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB2 0AA)",
    "postcode": "CB2 0AA",
    "lat": 52.174455,
    "lng": 0.135139,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Sharon Barr",
     "role": "Executive Vice President and Head of BioPharmaceuticals R&D, AstraZeneca",
     "from": null,
     "source": "https://www.astrazeneca.com/media-centre/press-releases/2026/astrazeneca-announces-new-strategic-collaboration-with-insitro-for-difficult-to-treat-cardiometabolic-diseases.html"
    }
   ],
   "money": [
    {
     "kind": "contract",
     "amount": 40000000,
     "currency": "USD",
     "date": "2026-10-15",
     "detail": "upfront payment to insitro",
     "raw": "contract: 40000000 USD 2026-10-15 — upfront payment to insitro",
     "amount_gbp": 30181846,
     "fx_rate": 1.3253,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3253 per £ on 2026-10-15",
     "fx_date": "2026-10-15",
     "fx_note": "",
     "txt": "US$40m",
     "gbp_txt": "£30.2m"
    },
    {
     "kind": "contract",
     "amount": 1460000000,
     "currency": "USD",
     "date": "2026-10-15",
     "detail": "potential development and commercial milestones (\"up to approximately\")",
     "raw": "contract: 1460000000 USD 2026-10-15 — potential development and commercial milestones (\"up to approximately\")",
     "amount_gbp": 1101637365,
     "fx_rate": 1.3253,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3253 per £ on 2026-10-15",
     "fx_date": "2026-10-15",
     "fx_note": "",
     "txt": "US$1.46bn",
     "gbp_txt": "£1.10bn"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation"
   ],
   "sectors": [
    "pharmaceuticals",
    "drug discovery"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Partnerships and contracts",
   "category": "pharma and health",
   "function": "AstraZeneca licenses the US company insitro's AI platform to find drug targets for liver disease and heart muscle disease.",
   "affiliation": "Established firms",
   "sources": [
    "https://www.astrazeneca.com/media-centre/press-releases/2026/astrazeneca-announces-new-strategic-collaboration-with-insitro-for-difficult-to-treat-cardiometabolic-diseases.html"
   ],
   "source_quotes": [
    {
     "url": "https://www.astrazeneca.com/media-centre/press-releases/2026/astrazeneca-announces-new-strategic-collaboration-with-insitro-for-difficult-to-treat-cardiometabolic-diseases.html",
     "quotes": [
      "an upfront payment of $40 million",
      "up to approximately $1.46 billion in potential development and commercial milestones\" (\"PUBLISHED 15 October 2026\")"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Partnerships and contracts",
     "div": "established"
    }
   ],
   "div_label": "Established firms",
   "location": "Cambridge (CB2 0AA)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "insitro"
    }
   ],
   "degree": 2,
   "related_ids": [
    "BIZ-EST-030"
   ]
  },
  {
   "id": "BIZ-EST-033",
   "name": "AstraZeneca and Oracle global AI collaboration",
   "bucket": "part",
   "status": "announced",
   "status_date": "2026-10-20",
   "status_detail": "A non-binding term sheet was announced on 20 October 2026; no financial terms disclosed.",
   "one_line": "AstraZeneca and Oracle plan to use Oracle's health data, cloud and AI to speed up clinical trial recruitment and earlier diagnosis.",
   "description": "On 20 October 2026 AstraZeneca and Oracle Health and Life Sciences announced a global AI collaboration under a non-binding term sheet. It pairs AstraZeneca's clinical development and regulatory expertise with Oracle's data, cloud and AI. First areas are clinical trial recruitment, earlier diagnosis, drug-safety monitoring and real-world evidence; the first programme targets hypertension care and trial recruitment in Abu Dhabi with M42. Chief Executive Pascal Soriot and Chief Digital, Data and AI Officer Anne-Claire Gerbaldi were quoted. No financials were disclosed. [Big tech Round 1, 30 Oct 2026] BIG TECH IN THE UK: Listed in the file's Commercial partnerships tile: AstraZeneca–Oracle clinical AI (October 2026). (Big tech file, line 38; no source link given.)",
   "uk_status": "uk",
   "company": {
    "ch_number": "02723534",
    "registered_office": "1 Francis Crick Avenue, Cambridge Biomedical Campus, Cambridge, CB2 0AA",
    "incorporated": "1992-06-17",
    "legal_form": "plc",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "02723534",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/02723534",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB2 0AA)",
    "postcode": "CB2 0AA",
    "lat": 52.174455,
    "lng": 0.135139,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Anne-Claire Gerbaldi",
     "role": "Chief Digital, Data and AI Officer, AstraZeneca",
     "from": null,
     "source": "https://www.astrazeneca.com/media-centre/press-releases/2026/astrazeneca-oracle-launch-global-ai-collaboration-advance-clinical-trial-optimisation-support-better-patient-outcomes.html"
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI implementation",
    "Knowledge generation"
   ],
   "sectors": [
    "pharmaceuticals",
    "clinical trials"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Partnerships and contracts",
   "category": "pharma and health",
   "function": "AstraZeneca and Oracle plan to use Oracle's health data, cloud and AI to speed up clinical trial recruitment and earlier diagnosis.",
   "affiliation": "Established firms",
   "sources": [
    "https://www.astrazeneca.com/media-centre/press-releases/2026/astrazeneca-oracle-launch-global-ai-collaboration-advance-clinical-trial-optimisation-support-better-patient-outcomes.html"
   ],
   "source_quotes": [
    {
     "url": "https://www.astrazeneca.com/media-centre/press-releases/2026/astrazeneca-oracle-launch-global-ai-collaboration-advance-clinical-trial-optimisation-support-better-patient-outcomes.html",
     "quotes": [
      "No financials are being disclosed as part of this agreement.",
      "scientific, clinical development and regulatory expertise\" (\"20 October 2026\")"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI implementation",
    "Knowledge generation"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Partnerships and contracts",
     "div": "established"
    }
   ],
   "div_label": "Established firms",
   "location": "Cambridge (CB2 0AA)",
   "status_group": "announced",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-BIG-025",
     "name": "Oracle (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-025",
     "page_label": "Big tech in the UK"
    }
   ],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "M42"
    }
   ],
   "degree": 2,
   "related_ids": [
    "BIZ-EST-030"
   ]
  },
  {
   "id": "BIZ-EST-050",
   "name": "Ocado Smart Platform AI and On Grid Robotic Pick",
   "bucket": "prod",
   "status": "active",
   "status_date": "2025-04-10",
   "status_detail": "On 10 April 2025 Ocado said its On Grid Robotic Pick arms picked over 30 million items in 2024.",
   "one_line": "Ocado sells grocery warehouses run by AI: software that routes robots, forecasts demand and plans deliveries, plus AI-guided robotic picking arms.",
   "description": "Ocado Group sells the Ocado Smart Platform to grocers worldwide. Its technology page says it uses AI to personalise its webshop, monitor robot health and decide packing, predict demand, plan delivery routes, and run an AI \"air traffic\" control system for its robot fleet. Its AI-powered robotic arms, On Grid Robotic Pick (OGRP), automate picking and packing in fulfilment centres; Ocado said OGRP picked over 30 million items in 2024 with a small number of arms installed. Ocado's acquisitions of robotics companies were not confirmed on pages opened.",
   "uk_status": "uk",
   "company": {
    "ch_number": "07098618",
    "registered_office": "Buildings One & Two Trident Place, Mosquito Way, Hatfield, Hertfordshire, AL10 9UL",
    "incorporated": "2009-12-08",
    "legal_form": "plc",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "07098618",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/07098618",
    "ch_note": null
   },
   "place": {
    "text": "Hatfield (AL10 9UL)",
    "postcode": "AL10 9UL",
    "lat": 51.768194,
    "lng": -0.236018,
    "region": "England: East of England",
    "admin_district": "Welwyn Hatfield",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": {
    "maker": "Ocado Technology",
    "launched": null,
    "what_it_does": "AI-run warehouse robots, robotic picking arms, demand forecasting and route planning sold to grocers"
   },
   "dsit_domains": [
    "Autonomous and agent systems",
    "Perceptual systems",
    "AI implementation"
   ],
   "sectors": [
    "grocery",
    "warehouse robotics"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "retail and consumer",
   "function": "Ocado sells grocery warehouses run by AI: software that routes robots, forecasts demand and plans deliveries, plus AI-guided robotic picking arms.",
   "affiliation": "Established firms",
   "sources": [
    "https://www.ocadogroup.com/newsroom/stories/ocado-robotic-arms",
    "https://www.ocadogroup.com/about-us/our-technology",
    "https://find-and-update.company-information.service.gov.uk/search?q=Ocado+Group"
   ],
   "source_quotes": [
    {
     "url": "https://www.ocadogroup.com/newsroom/stories/ocado-robotic-arms",
     "quotes": [
      "Ocado's robotic arm technology, automating the picking, packing and organisation of stock within fulfilment centres",
      "with just a small number of arms installed\" (April 10, 2025)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.ocadogroup.com/about-us/our-technology",
     "quotes": [
      "We use AI to drive efficiencies and improve the customer experience across our platform.",
      "An AI 'air traffic' control system orchestrates the movement of the fleet"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search?q=Ocado+Group",
     "quotes": [
      "OCADO GROUP PLC\" \"07098618\" \"Hatfield, Hertfordshire"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Autonomous and agent systems",
    "Perceptual systems",
    "AI implementation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "established"
    }
   ],
   "div_label": "Established firms",
   "location": "Hatfield (AL10 9UL)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "part_of",
     "name": "Ocado Group plc"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-LAB-011",
   "name": "CuspAI",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-07-20",
   "status_detail": "Raised a US$450m Series B at a reported US$2.6bn valuation, co-led by Kleiner Perkins and NEA, reported 20 July 2026.",
   "one_line": "Builds AI systems that search for and design new materials for semiconductors, energy and climate uses.",
   "description": "CuspAI was incorporated in Cambridge in March 2024 and founded by Chad Edwards (chief executive) and Max Welling (chief technology officer). It builds an AI system for materials discovery and runs a partner network it calls the AI Materials Foundry. tech.eu reports a US$100m raise in September 2025 at US$520m and a US$450m Series B in July 2026 at US$2.6bn, with the UK Sovereign AI Fund among new investors. The company says it has raised over US$650m. It is headquartered in Cambridge, UK. [Round 4, 30 Oct 2026] latest round: Series B $450m (October 2026); Sovereign AI invested [Round 4, 30 Oct 2026] leadership: Dr Chad Edwards, co-founder and CEO; Prof Max Welling, co-founder and CTO [Round 4, 30 Oct 2026] place: founded and headquartered in Cambridge, UK [Labs Round 7, 30 Oct 2026] valuation_reported: $2.6bn at Series B (2026-07-20), \"a five-fold jump\" from $520m at the September 2025 $100m round; more than $670m raised in total [Labs Round 7, 30 Oct 2026] rounds: Series B $450m (2026-07-20) co-led by Kleiner Perkins and NEA; new: Bezos Expeditions, Glade Brook, Lux Capital, AMD Ventures, Tru Arrow, StepStone, UK Sovereign AI Fund; existing: Temasek, Basis Set, Giant Ventures, Phoenix Court, Northzone [Labs Round 7, 30 Oct 2026] chief_scientist: Prof. Aron Walsh — Chief Scientific Officer [Labs Round 7, 30 Oct 2026] industrial_partners: AI Materials Foundry: core partners NVIDIA and Meta; 29 industry partners listed incl. 3M, AMD, Applied Materials, Fujifilm, Goodyear, Henkel, Hitachi, Hyundai, Johnson Matthey, Kemira, Merck, Samsung, Tokyo Electron, Umicore; company says \"over 45 partners\"; customers named by tech.eu: ASML and Meta [Labs Round 7, 30 Oct 2026] offices: HQ Cambridge (20 Station Road); also London, Amsterdam, Berlin, Tokyo, Singapore and the United States [Labs Round 7, 30 Oct 2026] models_released: MIRA — proprietary platform at the centre of the AI Materials Foundry, covering generative design, simulation, synthesis planning and experimental validation (2026-07-20); Meta FAIR's Universal Model for Atoms (UMA) used in the Foundry [Labs Round 7, 30 Oct 2026] rounds: UKTN adds Invest-NL and John Doerr to the Series B investor list and gives £334m / £1.9bn (2026-07-20); earlier $30m (£24m) round 2024-06-18 led by Hoxton Ventures with Basis Set, Lightspeed, LocalGlobe, Northzone, Touring Capital, Giant Ventures, FJ Labs, Tiferes, Zero Prime; Geoffrey Hinton to advise the board [Labs Round 7, 30 Oct 2026] title_check: Max Welling: \"co-founder and chief AI officer\" in UKTN 2024-06-18; \"CTO and Co-Founder\" on company site 2026 — use current site title [Labs Round 8, 31 Oct 2026] valuation_reported: $2.6bn (£1.9bn) at the July 2026 Series B (round already on site) [Labs Round 8, 31 Oct 2026] models_released: MIRA — proprietary materials-discovery platform (new record BIZ-LAB-12021) [Labs Round 8, 31 Oct 2026] founders: Chad Edwards — CEO and co-founder (ex-Google, Quantinuum); Max Welling — co-founder and chief AI officer (ex-Microsoft Research, Qualcomm) [Labs Round 8, 31 Oct 2026] awards: Board advised by Geoffrey Hinton (2024-06-18) [Labs Round 8, 31 Oct 2026] customers_or_partners: AI Materials Foundry: over 45 founding organisations incl. NVIDIA, Meta FAIR, Hitachi High-Tech, Samsung, Hyundai Motor Group, Merck (deal on site) [Labs Round 8, 31 Oct 2026] founders: Dr Chad Edwards and Prof Max Welling (founded 2024; headquartered Cambridge, UK) [Labs Round 8, 31 Oct 2026] funding_total_as_published: Over $650M raised, investors named include Kleiner Perkins, NEA and Temasek (company homepage, read 31 Oct 2026; second source needed)",
   "uk_status": "uk",
   "company": {
    "ch_number": "15549537",
    "registered_office": "20 Station Road, Cambridge, England, CB1 2JD",
    "incorporated": "9 March 2024",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "15549537",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/15549537",
    "ch_note": null,
    "ch_name": "CUSP AI LIMITED",
    "legal_name": "CUSP AI LIMITED",
    "status_registry": "Active",
    "sic_codes": [
     "74909"
    ],
    "registered_office_postcode": "CB1 2JD"
   },
   "place": {
    "text": "20 Station Road, Cambridge (CB1 2JD)",
    "postcode": "CB1 2JD",
    "lat": 52.194439,
    "lng": 0.133975,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Chad Edwards",
     "role": "CEO and Co-Founder",
     "from": null,
     "source": "https://cusp.ai/"
    },
    {
     "name": "Max Welling",
     "role": "CTO and Co-Founder",
     "from": null,
     "source": "https://cusp.ai/"
    },
    {
     "name": "Chad Edwards",
     "role": "co-founder and CEO",
     "from": null,
     "source": "https://www.sovereignai.gov.uk/post/sovereign-ai-invests-in-cuspai-to-reinvent-how-the-world-discovers-new-materials",
     "round4": true
    },
    {
     "name": "Max Welling",
     "role": "co-founder and CTO",
     "from": null,
     "source": "https://www.sovereignai.gov.uk/post/sovereign-ai-invests-in-cuspai-to-reinvent-how-the-world-discovers-new-materials",
     "round4": true
    },
    {
     "name": "Aron Walsh (BIZ-TAL-023)",
     "role": "Chief Scientific Officer",
     "from": null,
     "source": "https://cusp.ai",
     "round4": true
    },
    {
     "name": "Markus Hoffmann",
     "role": "Chief Strategy Officer",
     "from": null,
     "source": "https://cusp.ai",
     "round4": true
    },
    {
     "name": "Chad Edwards",
     "role": "CEO and Co-Founder",
     "from": "2024",
     "source": "https://cusp.ai/",
     "round4": true
    },
    {
     "name": "Max Welling",
     "role": "CTO and Co-Founder",
     "from": "2024",
     "source": "https://cusp.ai/",
     "round4": true
    },
    {
     "name": "Aron Walsh",
     "role": "Chief Scientific Officer",
     "from": "null",
     "source": "https://cusp.ai/",
     "round4": true
    },
    {
     "name": "Chad Edwards",
     "role": "CEO and co-founder",
     "from": null,
     "source": "https://www.uktech.news/ai/cuspai-raises-334m-and-launches-ai-materials-foundry-20260720",
     "round4": true
    },
    {
     "name": "Max Welling",
     "role": "Co-founder and chief AI officer",
     "from": null,
     "source": "https://www.uktech.news/ai/cuspai-funding-godfather-20240618",
     "round4": true
    },
    {
     "name": "Geoffrey Hinton",
     "role": "Adviser to the board",
     "from": "2024-06-18",
     "source": "https://www.uktech.news/ai/cuspai-funding-godfather-20240618",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 450000000,
     "currency": "USD",
     "date": "2026-07-20",
     "detail": "Series B co-led by Kleiner Perkins and NEA",
     "raw": "funding_round: 450000000 USD 2026-07-20 — Series B co-led by Kleiner Perkins and NEA",
     "amount_gbp": 334821429,
     "fx_rate": 1.344,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.344 per £ on 2026-07-20",
     "fx_date": "2026-07-20",
     "fx_note": "",
     "txt": "US$450m",
     "gbp_txt": "£334.8m"
    },
    {
     "kind": "valuation_reported",
     "amount": 2600000000,
     "currency": "USD",
     "date": "2026-07-20",
     "detail": null,
     "raw": "valuation_reported: 2600000000 USD 2026-07-20",
     "amount_gbp": 1934523810,
     "fx_rate": 1.344,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.344 per £ on 2026-07-20",
     "fx_date": "2026-07-20",
     "fx_note": "",
     "txt": "US$2.60bn",
     "gbp_txt": "£1.93bn"
    },
    {
     "kind": "funding_round",
     "amount": 100000000,
     "currency": "USD",
     "date": "2025-09",
     "detail": "reported by tech.eu (\"September of last year\"); day not stated",
     "raw": "funding_round: 100000000 USD 2025-09 — reported by tech.eu (\"September of last year\"); day not stated",
     "amount_gbp": 73811633,
     "fx_rate": 1.3548,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3548 per £ on 2025-09-01",
     "fx_date": "2025-09-01",
     "fx_note": "month only given: rate for the 1st",
     "txt": "US$100m",
     "gbp_txt": "£73.8m"
    },
    {
     "kind": "valuation_reported",
     "amount": 520000000,
     "currency": "USD",
     "date": "2025-09",
     "detail": null,
     "raw": "valuation_reported: 520000000 USD 2025-09",
     "amount_gbp": 383820490,
     "fx_rate": 1.3548,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3548 per £ on 2025-09-01",
     "fx_date": "2025-09-01",
     "fx_note": "month only given: rate for the 1st",
     "txt": "US$520m",
     "gbp_txt": "£383.8m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation",
    "AI development and training"
   ],
   "sectors": [
    "materials science",
    "chemistry",
    "scientific foundation models"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "materials science",
   "function": "Builds AI systems that search for and design new materials for semiconductors, energy and climate uses.",
   "affiliation": "Labs",
   "sources": [
    "https://tech.eu/2026/07/20/jeff-bezos-and-sovereign-ai-back-cuspai-in-450m-raise/",
    "https://cusp.ai/",
    "https://find-and-update.company-information.service.gov.uk/company/15549537",
    "https://www.sovereignai.gov.uk/post/sovereign-ai-invests-in-cuspai-to-reinvent-how-the-world-discovers-new-materials",
    "https://cusp.ai",
    "https://www.uktech.news/ai/cuspai-raises-334m-and-launches-ai-materials-foundry-20260720",
    "https://www.uktech.news/ai/cuspai-funding-godfather-20240618",
    "https://www.cusp.ai/"
   ],
   "source_quotes": [
    {
     "url": "https://tech.eu/2026/07/20/jeff-bezos-and-sovereign-ai-back-cuspai-in-450m-raise/",
     "quotes": [
      "$450m Series B, \"$2.6bn\", co-led by Kleiner Perkins and NEA; \"Cambridge-based"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://cusp.ai/",
     "quotes": [
      "CuspAI was founded in 2024 by Dr. Chad Edwards and Prof. Max Welling to build the AI system for materials discovery.\" \"has raised over $650M from investors including Kleiner Perkins, NEA, Temasek"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/15549537",
     "quotes": [
      "CUSP AI LIMITED\" \"20 Station Road, Cambridge, England, CB1 2JD\" \"Active\" \"9 March 2024"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.sovereignai.gov.uk/post/sovereign-ai-invests-in-cuspai-to-reinvent-how-the-world-discovers-new-materials",
     "quotes": [
      "Sovereign AI has invested in CuspAI as part of its $450 million Series B financing"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://cusp.ai",
     "quotes": [
      "Chief Scientific Officer"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/ai/cuspai-raises-334m-and-launches-ai-materials-foundry-20260720",
     "quotes": [
      "The collaboration seeks to end the materials bottleneck constraining progress."
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/ai/cuspai-funding-godfather-20240618",
     "quotes": [
      "an AI search engine for users to request specific properties for new materials"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.cusp.ai/",
     "quotes": [
      "CuspAI was founded in 2024 by Dr. Chad Edwards and Prof. Max Welling to build the AI system for materials discovery."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation",
    "AI development and training"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "20 Station Road, Cambridge (CB1 2JD)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-001",
     "name": "Sovereign AI (UK Sovereign AI Fund)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-001",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-022",
     "name": "Temasek",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-022",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-023",
     "name": "Kleiner Perkins",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-023",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-024",
     "name": "NEA (New Enterprise Associates)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-024",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-037",
     "name": "Phoenix Court",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-037",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-058",
     "name": "AMD (as investor)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-058",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-070",
     "name": "Bezos Expeditions",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-070",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-023",
     "name": "Kleiner Perkins",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-023",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-024",
     "name": "NEA (New Enterprise Associates)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-024",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-070",
     "name": "Bezos Expeditions",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-070",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-022",
     "name": "Temasek",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-022",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-021",
     "name": "Chad Edwards",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-021",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: founder_of",
     "id": "BIZ-TAL-021",
     "name": "Chad Edwards",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-021",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-022",
     "name": "Max Welling",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-022",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: founder_of",
     "id": "BIZ-TAL-022",
     "name": "Max Welling",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-022",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-023",
     "name": "Aron Walsh",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-023",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-203",
     "name": "Hoxton Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-203",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2116",
     "name": "Glade Brook Capital Partners",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2116",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2116",
     "name": "Glade Brook Capital Partners",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2116",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2141",
     "name": "Invest-NL",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2141",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2141",
     "name": "Invest-NL",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2141",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2166",
     "name": "Lux Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2166",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2166",
     "name": "Lux Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2166",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2236",
     "name": "StepStone",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2236",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2236",
     "name": "StepStone",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2236",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2250",
     "name": "Tru Arrow Partners",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2250",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2250",
     "name": "Tru Arrow Partners",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2250",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2138",
     "name": "Debbie Toms",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2138",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2139",
     "name": "Markus Hoffmann",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2139",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2140",
     "name": "Felix Hanke",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2140",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2141",
     "name": "Alessandro De Maria",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2141",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2142",
     "name": "Will Kay",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2142",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2143",
     "name": "Jonathan Fildes",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2143",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2144",
     "name": "Monica Hansen",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2144",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-TAL-2145",
     "name": "Geoffrey Hinton",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2145",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-TAL-2146",
     "name": "Kristin Persson",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2146",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-TAL-2147",
     "name": "Martin van den Brink",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2147",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-TAL-2148",
     "name": "Yann LeCun",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2148",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-TAL-2149",
     "name": "Verity Harding",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2149",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-TAL-2150",
     "name": "John Browne (Lord Browne)",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2150",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-TAL-2151",
     "name": "John Giannandrea",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2151",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-TAL-2152",
     "name": "Abhi Talwalkar",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2152",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-058",
     "name": "AMD (as investor)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-058",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-058",
     "name": "AMD (as investor)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-058",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-070",
     "name": "Bezos Expeditions",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-070",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-070",
     "name": "Bezos Expeditions",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-070",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-023",
     "name": "Kleiner Perkins",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-023",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-023",
     "name": "Kleiner Perkins",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-023",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-024",
     "name": "NEA (New Enterprise Associates)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-024",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-024",
     "name": "NEA (New Enterprise Associates)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-024",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-001",
     "name": "Sovereign AI (UK Sovereign AI Fund)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-001",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-001",
     "name": "Sovereign AI (UK Sovereign AI Fund)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-001",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-LAB-12021",
     "name": "MIRA (CuspAI)",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-12021",
     "page_label": "Labs"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "UK Sovereign AI Fund"
    },
    {
     "kind": "funded_by",
     "name": "NVentures (NVIDIA)"
    },
    {
     "kind": "funded_by",
     "name": "Samsung"
    },
    {
     "kind": "funded_by",
     "name": "Hyundai Motor Group"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-LAB-14053"
   ]
  },
  {
   "id": "BIZ-LAB-016",
   "name": "Hiverge",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-13",
   "status_detail": "NVIDIA announced a planned investment in Hiverge on 13 October 2026 (amount not disclosed).",
   "one_line": "Builds a platform that runs thousands of AI research agents to discover and improve computer algorithms.",
   "description": "Hiverge Ltd was incorporated in Cambridge in April 2024. It was co-founded by Alhussein Fawzi (chief executive), who founded the Algorithmic Discovery team at Google DeepMind, Bernardino Romera-Paredes (chief technology officer), formerly of Google DeepMind and AlphaFold, and Hamza Fawzi (chief scientist), a professor of mathematics at the University of Cambridge. Its platform, the Hive, \"orchestrates thousands of AI research agents\" to find new algorithms; published case studies include planning for Airbus Beluga aircraft. NVIDIA named it among five UK start-ups in which it plans to invest in October 2026. [Round 4, 30 Oct 2026] investor: NVIDIA investment announced 13 Oct 2026 [Labs Round 7, 30 Oct 2026] founders: Alhussein Fawzi (co-founder, chief executive; founded DeepMind's Algorithmic Discovery team; co-inventor of AlphaTensor and FunSearch); Bernardino Romera-Paredes (co-founder, CTO; ex-DeepMind, AlphaFold); Hamza Fawzi (co-founder, chief scientist; Cambridge professor of mathematics) [Labs Round 7, 30 Oct 2026] city: Cambridge (20 Station Road, CB1 2JD) [Labs Round 7, 30 Oct 2026] rounds: Seed US$5m led by Flying Fish Ventures (announced 17 Sep 2025) — DEAL-LAB-3001 [Labs Round 7, 30 Oct 2026] customers: Logos shown: Airbus, AWS, NVIDIA, Quantinuum; Airbus Beluga planning case study [Labs Round 7, 30 Oct 2026] models_released: The Hive platform — new record BIZ-LAB-3003",
   "uk_status": "uk",
   "company": {
    "ch_number": "15650207",
    "registered_office": "20 Station Road, Cambridge, England, CB1 2JD",
    "incorporated": "16 April 2024",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "15650207",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/15650207",
    "ch_note": null,
    "ch_name": "HIVERGE LTD",
    "legal_name": "HIVERGE LTD",
    "status_registry": "Active",
    "sic_codes": [
     "72190"
    ],
    "registered_office_postcode": "CB1 2JD"
   },
   "place": {
    "text": "20 Station Road, Cambridge (CB1 2JD)",
    "postcode": "CB1 2JD",
    "lat": 52.194439,
    "lng": 0.133975,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Alhussein Fawzi",
     "role": "Co-founder and CEO",
     "from": null,
     "source": "https://hiverge.ai/"
    },
    {
     "name": "Bernardino Romera-Paredes",
     "role": "Co-founder and CTO",
     "from": null,
     "source": "https://hiverge.ai/"
    },
    {
     "name": "Hamza Fawzi",
     "role": "Co-founder and Chief Scientist",
     "from": null,
     "source": "https://hiverge.ai/"
    },
    {
     "name": "Alhussein Fawzi",
     "role": "co-founder and chief executive",
     "from": null,
     "source": "https://hiverge.ai/",
     "round4": true
    },
    {
     "name": "Bernardino Romera-Paredes",
     "role": "co-founder and CTO",
     "from": null,
     "source": "https://hiverge.ai/",
     "round4": true
    },
    {
     "name": "Hamza Fawzi",
     "role": "co-founder and chief scientist",
     "from": null,
     "source": "https://hiverge.ai/",
     "round4": true
    },
    {
     "name": "Alhussein Fawzi",
     "role": "Co-founder and CEO",
     "from": null,
     "source": "https://hiverge.ai/",
     "round4": true
    },
    {
     "name": "Bernardino Romera-Paredes",
     "role": "Co-founder and CTO",
     "from": null,
     "source": "https://hiverge.ai/",
     "round4": true
    },
    {
     "name": "Hamza Fawzi",
     "role": "Co-founder and Chief Scientist",
     "from": null,
     "source": "https://hiverge.ai/",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "note",
     "amount": null,
     "currency": null,
     "date": null,
     "detail": null,
     "raw": "null (NVIDIA investment planned; amount not disclosed)",
     "kind_as_written": null,
     "amount_gbp": null,
     "fx_rate": null,
     "fx_source": null,
     "fx_note": "no amount published",
     "txt": "",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Autonomous and agent systems",
    "Knowledge generation"
   ],
   "sectors": [
    "algorithm discovery",
    "AI research agents"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "algorithm discovery",
   "function": "Builds a platform that runs thousands of AI research agents to discover and improve computer algorithms.",
   "affiliation": "Labs",
   "sources": [
    "https://hiverge.ai/",
    "https://blogs.nvidia.com/blog/uk-ecosystem-deployment/",
    "https://tech.eu/2026/10/15/nvidia-bets-on-five-uk-startups/",
    "https://find-and-update.company-information.service.gov.uk/company/15650207",
    "https://hiverge.ai/blog/introducing-hiverge-our-mission-and-early-results",
    "https://techfundingnews.com/nvidia-pledges-250m-of-compute-to-uk-ai-safety-and-plans-stakes-in-boltz-foresight-and-hiverge/",
    "https://hiverge.ai/blog/accelerating-ai-training-made-simple",
    "https://hiverge.ai/blog/quantinuum-nvidia-collaboration"
   ],
   "source_quotes": [
    {
     "url": "https://hiverge.ai/",
     "quotes": [
      "orchestrates thousands of AI research agents\" \"Co-founder and CEO\" \"20 Station Road, Cambridge, CB1 2JD, United Kingdom"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://blogs.nvidia.com/blog/uk-ecosystem-deployment/",
     "quotes": [
      "announced new planned investments in Boltz, Foresight, Hiverge, Prima Mente and Riverlane\" \"a Cambridge-based AI startup founded by researchers from Google DeepMind and the University of Cambridge"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://tech.eu/2026/10/15/nvidia-bets-on-five-uk-startups/",
     "quotes": [
      "is understood to be taking a minority stake in the five startups"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/15650207",
     "quotes": [
      "HIVERGE LTD\" \"Active\" \"16 April 2024"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://hiverge.ai/blog/introducing-hiverge-our-mission-and-early-results",
     "quotes": [],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://techfundingnews.com/nvidia-pledges-250m-of-compute-to-uk-ai-safety-and-plans-stakes-in-boltz-foresight-and-hiverge/",
     "quotes": [
      "(trade) — \"Cambridge-based Hiverge was founded by former Google DeepMind and University of Cambridge researchers"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://hiverge.ai/blog/accelerating-ai-training-made-simple",
     "quotes": [
      "training an image classification model in just 1.99 seconds"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://hiverge.ai/blog/quantinuum-nvidia-collaboration",
     "quotes": [
      "They are simulated on powerful NVIDIA GPUs running on AWS before they are validated on Quantinuum's quantum hardware."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Autonomous and agent systems",
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "20 Station Road, Cambridge (CB1 2JD)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-017",
     "name": "NVIDIA and NVentures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-017",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-BIG-014",
     "name": "NVIDIA (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-014",
     "page_label": "Big tech in the UK"
    },
    {
     "kind": "alumni_of",
     "id": "BIZ-LAB-001",
     "name": "Google DeepMind",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-001",
     "page_label": "Labs"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-035",
     "name": "Alhussein Fawzi",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-035",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: founder_of",
     "id": "BIZ-TAL-035",
     "name": "Alhussein Fawzi",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-035",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-036",
     "name": "Bernardino Romera-Paredes",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-036",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: founder_of",
     "id": "BIZ-TAL-036",
     "name": "Bernardino Romera-Paredes",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-036",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-037",
     "name": "Hamza Fawzi",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-037",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: founder_of",
     "id": "BIZ-TAL-037",
     "name": "Hamza Fawzi",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-037",
     "page_label": "Talent"
    }
   ],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "Quantinuum"
    },
    {
     "kind": "partner_of",
     "name": "AWS"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-LAB-3003"
   ]
  },
  {
   "id": "BIZ-NET-021",
   "name": "Cambridge Network",
   "bucket": "org",
   "status": "active",
   "status_date": null,
   "status_detail": "Active at Companies House; publishes AI news from Cambridge members under an artificial-intelligence tag.",
   "one_line": "A membership organisation linking businesses and academia in the Cambridge area.",
   "description": "Cambridge Network Limited was incorporated on 8 July 1997 and is registered at the Hauser Forum, 3 Charles Babbage Road, Cambridge. Companies House classes its business as \"Activities of business and employers membership organisations\". Its website runs an artificial-intelligence news tag. Its member count and leaders were not confirmed (its \"who we are\" page would not open). [Networks and media Round 1, 31 Oct 2026] Alex's Networks and media file (row NM03-16, line 116, as 'Cambridge Network'): Founded by University of Cambridge and local tech founders (1,000+ members) linking academic AI research, Arm/DeepTech spinouts, and global R&D centres.",
   "uk_status": "uk",
   "company": {
    "ch_number": "03400152",
    "registered_office": "Hauser Forum, 3 Charles Babbage Road, Cambridge, United Kingdom, CB3 0GT",
    "incorporated": "1997-07-08",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "03400152",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/03400152",
    "ch_note": null
   },
   "place": {
    "text": "Hauser Forum, Cambridge (CB3 0GT)",
    "postcode": "CB3 0GT",
    "lat": 52.208806,
    "lng": 0.089891,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI implementation"
   ],
   "sectors": [
    "Regional tech networks and devolved clusters"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Networks, bodies, events and media",
   "category": "Regional tech networks and devolved clusters",
   "function": "A membership organisation linking businesses and academia in the Cambridge area.",
   "affiliation": "Networks and media",
   "sources": [
    "https://find-and-update.company-information.service.gov.uk/company/03400152",
    "https://www.cambridgenetwork.co.uk/tags/artificial-intelligence?page=7"
   ],
   "source_quotes": [
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/03400152",
     "quotes": [
      "CAMBRIDGE NETWORK LIMITED\" \"Hauser Forum, 3 Charles Babbage Road, Cambridge, United Kingdom, CB3 0GT\" \"Active\" \"8 July 1997\" \"94110 - Activities of business and employers membership organisations"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.cambridgenetwork.co.uk/tags/artificial-intelligence?page=7",
     "quotes": [
      "Cambridge Network Limited is a company registered in England under company No. 3400152"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI implementation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Networks, bodies, events and media",
     "div": "networks"
    }
   ],
   "div_label": "Networks and media",
   "location": "Hauser Forum, Cambridge (CB3 0GT)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-NET-022",
   "name": "Cambridge Tech Week",
   "bucket": "org",
   "status": "active",
   "status_date": null,
   "status_detail": "Cambridge Tech Week Ltd is listed at Companies House (incorporated 25 March 2021, not dissolved); company page not opened.",
   "one_line": "A yearly week of technology events in Cambridge.",
   "description": "Companies House lists Cambridge Tech Week Ltd, company 13292525, incorporated on 25 March 2021 at Salisbury House, Station Road, Cambridge. Dates of the next edition, organisers and attendance were not confirmed in this pass.",
   "uk_status": "uk",
   "company": {
    "ch_number": "13292525",
    "registered_office": "Salisbury House, Station Road, Cambridge, Cambridgeshire, England, CB1 2LA",
    "incorporated": "2021-03-25",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "13292525",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/13292525",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB1 2LA)",
    "postcode": "CB1 2LA",
    "lat": 52.194995,
    "lng": 0.134061,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI implementation"
   ],
   "sectors": [
    "Conferences, summits and events"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Networks, bodies, events and media",
   "category": "Conferences, summits and events",
   "function": "A yearly week of technology events in Cambridge.",
   "affiliation": "Networks and media",
   "sources": [
    "https://find-and-update.company-information.service.gov.uk/search?q=london+tech+week"
   ],
   "source_quotes": [
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search?q=london+tech+week",
     "quotes": [
      "CAMBRIDGE TECH WEEK LTD\" \"13292525\" \"25 Mar 2021\" \"Salisbury House, Station Road, Cambridge"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI implementation"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Networks, bodies, events and media",
     "div": "networks"
    }
   ],
   "div_label": "Networks and media",
   "location": "Cambridge (CB1 2LA)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-NET-026",
   "name": "Tech East",
   "bucket": "org",
   "status": "active",
   "status_date": null,
   "status_detail": "Active at Companies House; credited as sponsor of UKTN's Norfolk and Suffolk tech report.",
   "one_line": "A membership organisation for technology businesses in Norfolk and Suffolk.",
   "description": "Tech East Limited was incorporated on 10 February 2016, is registered in Ipswich and is classed as a business membership organisation. UKTN credits Tech East as sponsor of its regional tech report on Norfolk and Suffolk. Leaders and members were not confirmed in this pass. [Round 4, 30 Oct 2026] programme: Regional Tech Booster catalyst pilot \"ACT Catalyst: Boosting Advanced Connectivity Technologies\" (Oct 2025) [Round 4, 30 Oct 2026] event: Listed organiser of UK Tech Week 2026 events (12–21 March 2026) [Networks and media Round 1, 31 Oct 2026] Alex's Networks and media file (row NM03-17, line 117, as 'Tech East'): Regional tech cluster for Suffolk and Norfolk, anchored around BT Labs at Adastral Park (telecoms AI) and Norwich Research Park (agri-food & genomics AI).",
   "uk_status": "uk",
   "company": {
    "ch_number": "09997111",
    "registered_office": "1st Floor The Atrium Building, Long Street, Ipswich, England, IP4 1LQ",
    "incorporated": "2016-02-10",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "09997111",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/09997111",
    "ch_note": null
   },
   "place": {
    "text": "Ipswich (IP4 1LQ)",
    "postcode": "IP4 1LQ",
    "lat": 52.054156,
    "lng": 1.163978,
    "region": "England: East of England",
    "admin_district": "Ipswich",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI implementation"
   ],
   "sectors": [
    "Regional tech networks and devolved clusters"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Networks, bodies, events and media",
   "category": "Regional tech networks and devolved clusters",
   "function": "A membership organisation for technology businesses in Norfolk and Suffolk.",
   "affiliation": "Networks and media",
   "sources": [
    "https://find-and-update.company-information.service.gov.uk/company/09997111",
    "https://www.uktech.news/",
    "https://www.gov.uk/government/news/local-tech-ready-for-take-off-as-14-projects-supporting-businesses-and-jobs-unveiled",
    "https://uktechweek.org/events/"
   ],
   "source_quotes": [
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/09997111",
     "quotes": [
      "TECH EAST LIMITED\" \"Active\" \"10 February 2016\" \"94110 - Activities of business and employers membership organisations"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/",
     "quotes": [
      "regional report link https://www.uktech.news/tech-report-norfolk-and-suffolk with sponsor credit \"Tech East"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/local-tech-ready-for-take-off-as-14-projects-supporting-businesses-and-jobs-unveiled",
     "quotes": [
      "ACT Catalyst: Boosting Advanced Connectivity Technologies"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://uktechweek.org/events/",
     "quotes": [
      "Take a look at participating events during UK Tech Week 2026"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI implementation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Networks, bodies, events and media",
     "div": "networks"
    }
   ],
   "div_label": "Networks and media",
   "location": "Ipswich (IP4 1LQ)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-NET-011",
     "name": "UKTN",
     "page": "networks",
     "href": "../../networks/#org=BIZ-NET-011",
     "page_label": "Networks and media"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-034",
   "name": "Cambridge GaN Devices (CGD)",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Raised a US$32m (£25.4m) Series C, reported by UKTN on 18 February 2025; nothing later was verified. Companies House shows CAMBRIDGE GAN DEVICES LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "Designs power chips made from gallium nitride that waste less electricity, for data centres, electric cars and industry.",
   "description": "Cambridge GaN Devices is a University of Cambridge spin-out founded in 2016, led by founder and chief executive Dr Giorgia Longobardi. It designs, without its own factory, power transistors made from gallium nitride, which UKTN says beat silicon on efficiency and switching speed. It targets data centres and cars and expects demand \"driven by the increased demand for AI\". UKTN reported a US$32m (£25.4m) Series C on 18 February 2025 with Cambridge Innovation Capital, IQ Capital, Parkwalk, Foresight, BGF and £5m from British Patient Capital; in 2021 it raised a Series A of about £6.8m. The University of Cambridge remains a shareholder. [Round 7, 30 Oct 2026] Chips and hardware: Fabless spin-out from Cambridge University designing energy-efficient ICeGaN gallium nitride power semiconductors critical for high-density AI server power supplies (PSUs).",
   "uk_status": "uk",
   "company": {
    "ch_number": "10430656",
    "registered_office": "Jeffreys Building, Suite 8 St Johns Innovation Park, Cowley Road, Cambridge, England, CB4 0DS",
    "incorporated": "2016-10-17",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "10430656",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/10430656",
    "ch_note": null
   },
   "place": {
    "text": "St John's Innovation Park, Cambridge (CB4 0DS)",
    "postcode": "CB4 0DS",
    "lat": 52.234255,
    "lng": 0.151849,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Giorgia Longobardi",
     "role": "Founder and CEO",
     "from": "2016",
     "source": "https://www.uktech.news/semiconductor/semiconductor-firm-cambridge-gan-devices-secures-25m-investment-20250218"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 32000000,
     "currency": "USD",
     "date": "2025-02-18",
     "detail": "Series C; Cambridge Innovation Capital, IQ Capital, Parkwalk, Foresight, BGF, British Patient Capital (£5m)",
     "raw": "funding_round: 32000000 USD 2025-02-18 — Series C; Cambridge Innovation Capital, IQ Capital, Parkwalk, Foresight, BGF, British Patient Capital (£5m)",
     "amount_gbp": 25366627,
     "fx_rate": 1.2615,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.2615 per £ on 2025-02-18",
     "fx_date": "2025-02-18",
     "fx_note": "",
     "txt": "US$32m",
     "gbp_txt": "£25.4m"
    },
    {
     "kind": "funding_round",
     "amount": 6800000,
     "currency": "GBP",
     "date": "2021-02",
     "detail": "Series A co-led by IQ Capital, Parkwalk Advisors and BGF (single source)",
     "raw": "funding_round: 6800000 GBP 2021-02 — Series A co-led by IQ Capital, Parkwalk Advisors and BGF (single source)",
     "amount_gbp": 6800000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£6.8m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": {
    "maker": "Cambridge GaN Devices",
    "launched": null,
    "what_it_does": "gallium nitride power transistors for data-centre, automotive and industrial power supplies"
   },
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "power semiconductors",
    "data-centre power"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "power semiconductors",
   "function": "Designs power chips made from gallium nitride that waste less electricity, for data centres, electric cars and industry.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://www.uktech.news/semiconductor/semiconductor-firm-cambridge-gan-devices-secures-25m-investment-20250218",
    "https://www.uktech.news/semiconductor/britains-biggest-semiconductor-companies-20250219",
    "https://www.uktech.news/news/promising-deep-tech-startups-of-cambridge-2021-20210510",
    "https://find-and-update.company-information.service.gov.uk/company/10430656",
    "https://find-and-update.company-information.service.gov.uk/company/10430656/officers"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/semiconductor/semiconductor-firm-cambridge-gan-devices-secures-25m-investment-20250218",
     "quotes": [
      "$32m (£25.4m)",
      "driven by the increased demand for AI\" (Tuesday 18 February 2025)"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/semiconductor/britains-biggest-semiconductor-companies-20250219",
     "quotes": [
      "secured a £25.4m Series C round",
      "specialises in developing semiconductors made with gallium nitride (GaN)"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/news/promising-deep-tech-startups-of-cambridge-2021-20210510",
     "quotes": [
      "CGD has been created to explore and develop a number of unique opportunities in power electronics."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10430656",
     "quotes": [
      "CAMBRIDGE GAN DEVICES LIMITED\" \"Active\" \"Jeffreys Building, Suite 8 St Johns Innovation Park, Cowley Road, Cambridge, England, CB4 0DS\" \"17 October 2016"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10430656/officers",
     "quotes": [
      "LONGOBARDI, Giorgia, Dr\" Director \"17 October 2016",
      "IQ CAPITAL DIRECTORS NOMINEES LTD\" Director \"21 January 2021",
      "PARKWALK ADVISORS LTD\" Director \"28 May 2019"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "St John's Innovation Park, Cambridge (CB4 0DS)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-003",
     "name": "British Patient Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-003",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7048",
     "name": "Cambridge GaN Devices ICeGaN H2 Series",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7048",
     "page_label": "Chips and hardware"
    }
   ],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    },
    {
     "kind": "funded_by",
     "name": "IQ Capital"
    },
    {
     "kind": "funded_by",
     "name": "Parkwalk"
    },
    {
     "kind": "funded_by",
     "name": "BGF"
    }
   ],
   "degree": 2,
   "related_ids": [
    "BIZ-INV-204"
   ]
  },
  {
   "id": "BIZ-CHIP-036",
   "name": "Agile Analog",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Agile Analog Ltd. appears on Companies House with a Cambridge office; last funding verified is US$19m in May 2021.",
   "one_line": "Designs analogue circuit blocks that chip makers can adapt and add to their own chips. No AI-specific product was found.",
   "description": "Agile Analog was founded in 2017 by Mike Hulse and sells analogue intellectual property: circuit designs that customers can \"customise the chip for their specific needs\" across manufacturing processes. UKTN reported on 17 May 2021 that it closed US$19m (nearly £13.5m) led by OMERS Ventures, with Delin Ventures, firstminute capital and MMC Ventures; Pete Hutton was executive chairman. Its company was first named Affinity Analog Limited. No AI link was found on pages opened; Alex to decide whether it belongs on the chips page. [Round 7, 30 Oct 2026] Chips and hardware: Configurable, process-agnostic analog IP generator company (PMU, data converters, PVT sensors for advanced-node AI SoCs; raised $19M+).",
   "uk_status": "uk",
   "company": {
    "ch_number": "10892818",
    "registered_office": "Serendipity Labs, 1 Cambridge Square, Cambridge, England, CB4 0AE",
    "incorporated": "2017-08-01",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "10892818",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/10892818",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB4 0AE)",
    "postcode": "CB4 0AE",
    "lat": 52.22486,
    "lng": 0.157178,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Mike Hulse",
     "role": "Founder",
     "from": "2017",
     "source": "https://www.uktech.news/news/cambridge-deep-tech-agile-analog-funding-20210517"
    },
    {
     "name": "Pete Hutton",
     "role": "Executive chairman (as at May 2021)",
     "from": null,
     "source": null
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 19000000,
     "currency": "USD",
     "date": "2021-05-17",
     "detail": "led by OMERS Ventures",
     "raw": "funding_round: 19000000 USD 2021-05-17 — led by OMERS Ventures",
     "amount_gbp": 13457997,
     "fx_rate": 1.4118,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.4118 per £ on 2021-05-17",
     "fx_date": "2021-05-17",
     "fx_note": "",
     "txt": "US$19m",
     "gbp_txt": "£13.5m"
    }
   ],
   "site": null,
   "product": {
    "maker": "Agile Analog",
    "launched": null,
    "what_it_does": "configurable analogue circuit designs licensed to chip makers"
   },
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "semiconductor IP",
    "analogue design"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "semiconductor IP",
   "function": "Designs analogue circuit blocks that chip makers can adapt and add to their own chips. No AI-specific product was found.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://www.uktech.news/news/cambridge-deep-tech-agile-analog-funding-20210517",
    "https://find-and-update.company-information.service.gov.uk/search?q=Agile+Analog",
    "https://find-and-update.company-information.service.gov.uk/company/10892818"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/news/cambridge-deep-tech-agile-analog-funding-20210517",
     "quotes": [
      "closed $19 million (nearly £13.5 million) in funding",
      "customise the chip for their specific needs\" (Monday 17 May 2021)"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search?q=Agile+Analog",
     "quotes": [
      "AGILE ANALOG LTD.\" \"10892818\" \"Incorporated on 1 August 2017\" \"Serendipity Labs, 1 Cambridge Square, Cambridge, England, CB4 0AE\" (previous name AFFINITY ANALOG LIMITED) (search result)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10892818",
     "quotes": [
      "AGILE ANALOG LTD.",
      "Active",
      "1 August 2017",
      "82990 - Other business support service activities not elsewhere classified",
      "AFFINITY ANALOG LIMITED (01 Aug 2017 - 03 Aug 2017)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge (CB4 0AE)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-206",
     "name": "firstminute capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-206",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-032",
     "name": "MMC Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-032",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "OMERS Ventures"
    },
    {
     "kind": "funded_by",
     "name": "Delin Ventures"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-040",
   "name": "TeraView",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "UKTN reported that TeraView listed in December 2025 at a market value of US$193m (£142.8m); exact date and exchange not verified. Companies House shows TERAVIEW HOLDINGS PLC as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge company; the lead says it makes terahertz light equipment used to inspect chips and other materials (not verified here; no AI link found).",
   "description": "TeraView Limited was incorporated on 18 December 2000 at Cambridge Research Park, Waterbeach; a holding company, TeraView Holdings PLC, was incorporated on 19 July 2024 at the same site. UKTN wrote on 12 August 2026 that TeraView's December 2025 listing, at a market value of US$193m (£142.8m), was the sector's most recent public debut. Its products, exchange and listing date were not verified on a primary page; no AI link was found. Alex to decide whether it belongs on the chips page.",
   "uk_status": "uk",
   "company": {
    "ch_number": "15848451",
    "registered_office": "1 Enterprise, Cambridge Research Park, Waterbeach, Cambridge, United Kingdom, CB25 9PD",
    "incorporated": "2024-07-19",
    "legal_form": "plc",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "15848451",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/15848451",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge Research Park, Waterbeach (CB25 9PD)",
    "postcode": "CB25 9PD",
    "lat": 52.289315,
    "lng": 0.173328,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [
    {
     "kind": "valuation_reported",
     "amount": 193000000,
     "currency": "USD",
     "date": "2025-12",
     "detail": "market value at listing (single source)",
     "raw": "valuation_reported: 193000000 USD 2025-12 — market value at listing (single source)",
     "amount_gbp": 145638394,
     "fx_rate": 1.3252,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3252 per £ on 2025-12-01",
     "fx_date": "2025-12-01",
     "fx_note": "month only given: rate for the 1st",
     "txt": "US$193m",
     "gbp_txt": "£145.6m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "semiconductor inspection (lead)"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "semiconductor inspection (lead)",
   "function": "Cambridge company; the lead says it makes terahertz light equipment used to inspect chips and other materials (not verified here; no AI link found).",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://www.uktech.news/semiconductor/uk-semiconductor-funding-reaches-237m-this-year-more-than-all-of-2025-20260812",
    "https://find-and-update.company-information.service.gov.uk/search?q=TeraView",
    "https://find-and-update.company-information.service.gov.uk/company/15848451"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/semiconductor/uk-semiconductor-funding-reaches-237m-this-year-more-than-all-of-2025-20260812",
     "quotes": [
      "$193m (£142.8m)\" (TeraView listing, December 2025) (Wed 12 Aug 2026)"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search?q=TeraView",
     "quotes": [
      "TERAVIEW HOLDINGS PLC\" \"15848451\" \"Incorporated on 19 July 2024",
      "TERAVIEW LIMITED\" \"04126946\" \"Incorporated on 18 December 2000\" (search result)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/15848451",
     "quotes": [
      "TERAVIEW HOLDINGS PLC",
      "Active",
      "Public limited Company",
      "19 July 2024",
      "TERAVIEW HOLDINGS LIMITED (19 Jul 2024 - 31 Mar 2025)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge Research Park, Waterbeach (CB25 9PD)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SW-013",
   "name": "Fetch.ai",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Trading through a new company, Fetch.ai Limited (incorporated 27 January 2024); the original Fetch.ai Limited of 2018 was renamed FAI Realisations 2024 Limited on 7 February 2024 and has been in administration since 23 January 2024 (second administration from 26 January 2026). On 19 November 2025 it launched ASI:One. Companies House shows FETCH.AI LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "Makes software for building, finding and running AI agents that act for people and businesses, including a consumer app that coordinates brand agents.",
   "description": "Fetch.ai was founded by Humayun Sheikh, its chief executive. It describes itself as building \"infrastructure for the Agentic Web\": Agentverse, an open directory of agents; Fetch Business, for brands to publish verified agents; and ASI:One, a personal AI that coordinates other agents, launched in November 2025. It is part of the Artificial Superintelligence Alliance with crypto-token projects. Its first UK company (2018) went into administration on 23 January 2024 and was renamed FAI Realisations 2024 Limited; a new Fetch.ai Limited, incorporated 27 January 2024 and controlled by Mr Sheikh, carries the name. The company says it is based in Cambridge, UK, and Menlo Park, California. [Round 6 profile, 30 Oct 2026] founded: 2017 (UKTN 2021 Cambridge list); hq: Cambridge (England: East of England); what it does: Builds a blockchain-based platform where software \"agents\" representing people or machines trade and coordinate, with machine learning on a shared ledger; the network runs on its own token, FET.; usage or revenue as published: a multi-agent system integrated with over 700,000 hotels (unnamed) — 2021-03-15 — UKTN; status now: Active per existing record (existing records DEAL-SW-017/018 show 2024 collapse and rename events, not re-checked).",
   "uk_status": "uk",
   "company": {
    "ch_number": "15446341",
    "registered_office": "18 Langton Place, Bury St Edmunds, Suffolk, England, IP33 1NE",
    "incorporated": "2024-01-27",
    "legal_form": "ltd",
    "owner_or_acquirer": "null (Humayun Sheikh holds 75% or more)",
    "headcount": null,
    "ch_number_clean": "15446341",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/15446341",
    "ch_note": null,
    "legal_name": "FETCH.AI LIMITED",
    "previous_names": [
     "FETCH.AI 2024 LIMITED (2024)"
    ],
    "ch_status_r6": "Active"
   },
   "place": {
    "text": "Cambridge (stated base; registered office IP33 1NE)",
    "postcode": "IP33 1NE",
    "lat": 52.244099,
    "lng": 0.713844,
    "region": "England: East of England",
    "admin_district": "West Suffolk",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Humayun Sheikh",
     "role": "Founder and CEO",
     "from": null,
     "source": "https://www.businesswire.com/news/home/20251119088395/en"
    },
    {
     "name": "Humayun Sheikh",
     "role": "CEO",
     "from": "null (in post 2021-03)",
     "source": "https://www.uktech.news/news/cambridge-based-fetch-ai-by-deepmind-pioneers-scores-3-6m-for-developing-decentralised-ai-20210315",
     "round4": true
    },
    {
     "name": "Thomas Hain",
     "role": "Co-founder",
     "from": "2017",
     "source": "https://www.uktech.news/news/promising-deep-tech-startups-of-cambridge-2021-20210510",
     "round4": true
    },
    {
     "name": "Toby Simpson",
     "role": "Co-founder",
     "from": "2017",
     "source": "https://www.uktech.news/news/promising-deep-tech-startups-of-cambridge-2021-20210510",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Autonomous and agent systems"
   ],
   "sectors": [
    "agents and automation",
    "AI agents",
    "agent marketplace",
    "crypto tokens"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": "biz-fetch-ai",
   "type": "Companies",
   "category": "agents and automation",
   "function": "Makes software for building, finding and running AI agents that act for people and businesses, including a consumer app that coordinates brand agents.",
   "affiliation": "Software and tools",
   "sources": [
    "https://www.businesswire.com/news/home/20251119088395/en",
    "https://find-and-update.company-information.service.gov.uk/company/15446341",
    "https://find-and-update.company-information.service.gov.uk/company/15446341/persons-with-significant-control",
    "https://find-and-update.company-information.service.gov.uk/company/11203766",
    "https://find-and-update.company-information.service.gov.uk/company/11203766/insolvency",
    "https://www.uktech.news/news/cambridge-based-fetch-ai-by-deepmind-pioneers-scores-3-6m-for-developing-decentralised-ai-20210315",
    "https://www.uktech.news/news/promising-deep-tech-startups-of-cambridge-2021-20210510"
   ],
   "source_quotes": [
    {
     "url": "https://www.businesswire.com/news/home/20251119088395/en",
     "quotes": [
      "CAMBRIDGE, England & MENLO PARK, Calif.",
      "Fetch is building the foundational infrastructure for the Agentic Web.",
      "Humayun Sheikh, CEO and founder of Fetch",
      "Based in Cambridge, UK, and Menlo Park, California"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/15446341",
     "quotes": [
      "FETCH.AI LIMITED\" \"Active\" \"18 Langton Place, Bury St Edmunds, Suffolk, England, IP33 1NE\" \"27 January 2024\" \"FETCH.AI 2024 LIMITED"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/15446341/persons-with-significant-control",
     "quotes": [
      "Mr Humayun Munir Sheikh\" \"27 January 2024\" \"Ownership of shares – 75% or more"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/11203766",
     "quotes": [
      "FAI REALISATIONS 2024 LIMITED\" \"In Administration\" \"FETCH.AI LIMITED\" \"13 Feb 2018 - 07 Feb 2024"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/11203766/insolvency",
     "quotes": [
      "In administration\" \"Administration started: 23 January 2024",
      "Administration started: 26 January 2026"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/news/cambridge-based-fetch-ai-by-deepmind-pioneers-scores-3-6m-for-developing-decentralised-ai-20210315",
     "quotes": [
      "(trade) — \"The platform is powered by its native token FET."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/news/promising-deep-tech-startups-of-cambridge-2021-20210510",
     "quotes": [
      "(trade) — \"Fetch.AI is a blockchain-based application development platform."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Autonomous and agent systems"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "software"
    }
   ],
   "div_label": "Software and tools",
   "location": "Cambridge (stated base; registered office IP33 1NE)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "founded_by",
     "id": "BIZ-TAL-093",
     "name": "Humayun Sheikh",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-093",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-093",
     "name": "Humayun Sheikh",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-093",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: founder_of",
     "id": "BIZ-TAL-093",
     "name": "Humayun Sheikh",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-093",
     "page_label": "Talent"
    }
   ],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "Artificial Superintelligence Alliance"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SW-031",
   "name": "Speechmatics",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Speechmatics Limited is active on Companies House with its registered office at Cambridge North; no recent event was verified in this session.",
   "one_line": "Makes speech-to-text software that understands many languages, sold to other companies to build into their products.",
   "description": "Speechmatics Limited was incorporated on 11 October 2009 and has its registered office at One Cambridge Square, Cambridge North. Package 1 described it as a Cambridge University-rooted company, founded by Tony Robinson and led by chief executive Katy Wigdahl, that sells speech recognition through an API to developers; the company's own pages could not be re-opened in this session. It sells a building block to developers, so it is kept here, but Alex may prefer a language or voice page. [Added 29 Oct 2026, master Part 2.4] UKTN (28 June 2022) said it was headquartered in Cambridge with offices in London, Boston, Chennai and the Czech Republic, and its software understood 34 languages. [Round 6, 30 Oct 2026] latest_money (earlier round): 2019-10-21; Series A; 6,350,000 GBP; AlbionVC (lead); IQ Capital and angels [Round 6, 30 Oct 2026] key_facts: 29 languages available, over 75 in development (2019-10); 34 languages for speech-to-text (2022-06); customers Deloitte UK, 3Play Media, Veritone (2022-06) [Round 6, 30 Oct 2026] sites: Cambridge (HQ), London, Boston (USA), Chennai (India), Czech Republic (2022-06) [Round 6, 30 Oct 2026] people: John Milliken CEO (2019-10); Katy Wigdahl CEO (2022-06); Jonathan Klahr (Susquehanna) joined board (2022-06) [Round 6 profile, 30 Oct 2026] founded: 2009 (UKTN 2021 Cambridge list); hq: Cambridge (England: East of England); company boilerplate says \"headquartered in Cambridge and London\"; what it does: Speech-to-text software sold through an API. It turns live or recorded speech in 55+ languages into text, in the cloud, on a company's own servers or on the device itself, and is used for voice agents, captioning and medical note-taking.; usage or revenue as published: real-time usage up 4x 2024 to 2025; voice-agent usage up 9x in 2025; medical model usage up 15x year on year — 2026-01-07 — https://www.speechmatics.com/company/articles-and-news/speechmatics-in-2025-the-numbers-that-shaped-voice-ais-breakthrough-year; medical models available in English, German, French, Swedish, Norwegian, Danish, Finnish and Arabic — 2026-02-17 — https://www.speechmatics.com/company/articles-and-news/speechmatics-and-edvak-ehr-partner-to-make-voice-safe-for-clinical-automation; status now: Active; Cambridge-based speech-to-text company led by Katy Wigdahl, announcing healthcare and voice-agent partnerships through 2026. [Labs Round 8, 31 Oct 2026] models_released: Melia (melia-1, 17 Jun 2026); Linden-1 (Agent STT, 17 Sep 2026); Oak-1 (medical, 14 Oct 2026) [Labs Round 8, 31 Oct 2026] founders: Dr Tony Robinson — founder (neural-network speech recognition pioneer at Cambridge University in the 1980s) [Labs Round 8, 31 Oct 2026] chief_executive: Katy Wigdahl (CEO); board includes Jonathan Klar (Susquehanna Growth Equity), Robert Whitby-Smith (Albion VC), Ed Stacey (IQ Capital) [Labs Round 8, 31 Oct 2026] awards: Queen's Award for Enterprise (2019); ISO/IEC 27001:2022 accreditation [Labs Round 8, 31 Oct 2026] Listed on Labs (Speech and audio AI): reason: builds its own speech-recognition models (Melia, Linden-1, Oak-1) [Labs Round 8, 31 Oct 2026] Listed on Labs (Voice agents): reason: its own Linden-1 model powers Agent STT for production voice agents",
   "uk_status": "uk",
   "company": {
    "ch_number": "07037524",
    "registered_office": "One Cambridge Square Milton Avenue, Cambridge North, Cambridge, England, CB4 0AE",
    "incorporated": "2009-10-11",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "07037524",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/07037524",
    "ch_note": null,
    "legal_name": "SPEECHMATICS LIMITED",
    "ch_status_r6": "Active"
   },
   "place": {
    "text": "Cambridge (CB4 0AE)",
    "postcode": "CB4 0AE",
    "lat": 52.22486,
    "lng": 0.157178,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "null (Package 1 names not re-verified)",
     "role": null,
     "from": null,
     "source": null
    },
    {
     "name": "Katy Wigdahl",
     "role": "CEO (as at June 2022)",
     "from": null,
     "source": null,
     "amendment": true
    },
    {
     "name": "Katy Wigdahl",
     "role": "CEO",
     "from": "— (in role 2022-06)",
     "source": "https://www.uktech.news/ai/speechmatics-series-b-20220628",
     "round4": true
    },
    {
     "name": "John Milliken",
     "role": "CEO (2019)",
     "from": null,
     "source": "https://www.uktech.news/featured/speechmatics-raises-6-35m-series-a-20191021",
     "round4": true
    },
    {
     "name": "Katy Wigdahl",
     "role": "Chief Executive Officer",
     "from": "null (in post by 2022-06)",
     "source": "https://uktech.news/ai/speechmatics-series-b-20220628",
     "round4": true
    },
    {
     "name": "John Milliken",
     "role": "Chief Executive Officer (2019)",
     "from": "null",
     "source": "https://www.uktech.news/featured/speechmatics-raises-6-35m-series-a-20191021",
     "round4": true
    },
    {
     "name": "Lauren King",
     "role": "Chief Marketing Officer",
     "from": "null (in post 2026-01)",
     "source": "https://www.speechmatics.com/company/articles-and-news/speechmatics-in-2025-the-numbers-that-shaped-voice-ais-breakthrough-year",
     "round4": true
    },
    {
     "name": "Jonathan Klahr",
     "role": "Board member (Susquehanna Growth Equity)",
     "from": "2022-06",
     "source": "https://uktech.news/ai/speechmatics-series-b-20220628",
     "round4": true
    },
    {
     "name": "Tony Robinson",
     "role": "Founder",
     "from": "2009",
     "source": "https://www.uktech.news/news/promising-deep-tech-startups-of-cambridge-2021-20210510",
     "round4": true
    },
    {
     "name": "Katy Wigdahl",
     "role": "Chief Executive Officer",
     "from": null,
     "source": "https://www.speechmatics.com/company/about-speechmatics",
     "round4": true
    },
    {
     "name": "Tony Robinson",
     "role": "Founder; board member",
     "from": null,
     "source": "https://www.speechmatics.com/company/about-speechmatics",
     "round4": true
    },
    {
     "name": "Antony Berg",
     "role": "Chief Financial Officer",
     "from": null,
     "source": "https://www.speechmatics.com/company/about-speechmatics",
     "round4": true
    },
    {
     "name": "Ricardo Herreros-Symons",
     "role": "Chief Strategy and Revenue Officer",
     "from": null,
     "source": "https://www.speechmatics.com/company/about-speechmatics",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 62000000,
     "currency": "USD",
     "date": "2022-06-28",
     "detail": "Series B led by Susquehanna Growth Equity, with AlbionVC and IQ Capital",
     "raw": "funding_round: 62000000 USD 2022-06-28 — Series B led by Susquehanna Growth Equity, with AlbionVC and IQ Capital",
     "amendment": true,
     "source": null,
     "amount_gbp": 50815507,
     "fx_rate": 1.2201,
     "fx_date": "2022-06-28",
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.2201 per £ on 2022-06-28",
     "fx_note": "",
     "txt": "US$62m",
     "gbp_txt": "£50.8m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Natural language applications",
    "Perceptual systems"
   ],
   "sectors": [
    "conversational and voice AI",
    "speech recognition",
    "voice APIs"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": [
    {
     "from": "Part 2.4",
     "field": "one_line",
     "text": "Makes speech-to-text software that understands many languages, sold to other companies to build into their products."
    },
    {
     "from": "Part 2.4",
     "field": "people",
     "text": "Katy Wigdahl — CEO (as at June 2022)"
    },
    {
     "from": "Part 2.4",
     "field": "money",
     "text": "funding_round: 62000000 USD 2022-06-28 — Series B led by Susquehanna Growth Equity, with AlbionVC and IQ Capital"
    },
    {
     "from": "Part 2.4",
     "field": "description (add)",
     "text": "UKTN (28 June 2022) said it was headquartered in Cambridge with offices in London, Boston, Chennai and the Czech Republic, and its software understood 34 languages."
    },
    {
     "from": "Part 2.4",
     "field": "confidence",
     "text": "single_source (UKTN plus Companies House; product now sourced)"
    }
   ],
   "held": [],
   "same_as": null,
   "package1_id": "biz-speechmatics",
   "type": "Companies",
   "category": "conversational and voice AI",
   "function": "Makes speech-to-text software that understands many languages, sold to other companies to build into their products.",
   "affiliation": "Software and tools",
   "sources": [
    "https://find-and-update.company-information.service.gov.uk/company/07037524",
    "https://www.uktech.news/ai/speechmatics-series-b-20220628",
    "https://www.uktech.news/featured/speechmatics-raises-6-35m-series-a-20191021",
    "https://uktech.news/ai/speechmatics-series-b-20220628",
    "https://www.speechmatics.com/company/articles-and-news/speechmatics-in-2025-the-numbers-that-shaped-voice-ais-breakthrough-year",
    "https://www.speechmatics.com/company/articles-and-news/speechmatics-and-sully-ai-partner-to-scale-healthcare-ai-infrastructure",
    "https://www.speechmatics.com/company/articles-and-news/speechmatics-sets-record-in-medical-speech-to-text-with-93-percent-accuracy",
    "https://www.speechmatics.com/company/articles-and-news/adobe-and-speechmatics-deliver-cloud-grade-speech-recognition-on-device-for-premiere",
    "https://www.speechmatics.com/company/articles-and-news/speechmatics-and-boost-ai-partner-to-power-enterprise-voice-ai-for-europes-most-regulated-industries",
    "https://www.speechmatics.com/company/articles-and-news/speechmatics-and-edvak-ehr-partner-to-make-voice-safe-for-clinical-automation",
    "https://www.speechmatics.com/company/articles-and-news/speechmatics-collaborates-with-ambarella",
    "https://www.speechmatics.com/company/articles-and-news/barometer-partners-with-speechmatics-to-drive-accuracy-and-inclusion",
    "https://www.uktech.news/news/promising-deep-tech-startups-of-cambridge-2021-20210510",
    "https://www.speechmatics.com/",
    "https://www.speechmatics.com/company/about-speechmatics",
    "https://www.speechmatics.com/company/articles-and-news/meet-agent-stt-powered-by-linden-1-fast-accurate-speech-recognition"
   ],
   "source_quotes": [
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/07037524",
     "quotes": [
      "SPEECHMATICS LIMITED\" \"Active\" \"One Cambridge Square Milton Avenue, Cambridge North, Cambridge, England, CB4 0AE\" \"11 October 2009"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/ai/speechmatics-series-b-20220628",
     "quotes": [
      "Voice recognition scaleup Speechmatics raises £50m for US and Asia expansion"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": true
    },
    {
     "url": "https://www.uktech.news/featured/speechmatics-raises-6-35m-series-a-20191021",
     "quotes": [
      "has raised £6.35m in Series A funding"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://uktech.news/ai/speechmatics-series-b-20220628",
     "quotes": [
      "(trade) — \"raised $62m (£50.3m) to aid its expansion into the US and Asia-Pacific"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.speechmatics.com/company/articles-and-news/speechmatics-in-2025-the-numbers-that-shaped-voice-ais-breakthrough-year",
     "quotes": [
      "Real-time usage grew 4x from 2024 to 2025."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.speechmatics.com/company/articles-and-news/speechmatics-and-sully-ai-partner-to-scale-healthcare-ai-infrastructure",
     "quotes": [
      "High-accuracy, low-latency speech recognition is a core enabler for autonomous agents"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.speechmatics.com/company/articles-and-news/speechmatics-sets-record-in-medical-speech-to-text-with-93-percent-accuracy",
     "quotes": [
      "93% general real-world accuracy"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.speechmatics.com/company/articles-and-news/adobe-and-speechmatics-deliver-cloud-grade-speech-recognition-on-device-for-premiere",
     "quotes": [
      "across 55+ languages"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.speechmatics.com/company/articles-and-news/speechmatics-and-boost-ai-partner-to-power-enterprise-voice-ai-for-europes-most-regulated-industries",
     "quotes": [
      "product feature ForceEndOfUtterance named on page"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.speechmatics.com/company/articles-and-news/speechmatics-and-edvak-ehr-partner-to-make-voice-safe-for-clinical-automation",
     "quotes": [
      "Our medical models are designed to be the reliable foundation for this level of automation."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.speechmatics.com/company/articles-and-news/speechmatics-collaborates-with-ambarella",
     "quotes": [
      "accurately understand speech in over 50 languages"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.speechmatics.com/company/articles-and-news/barometer-partners-with-speechmatics-to-drive-accuracy-and-inclusion",
     "quotes": [
      "We are thrilled to partner with Barometer, a company that shares our commitment to accuracy and inclusion."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/news/promising-deep-tech-startups-of-cambridge-2021-20210510",
     "quotes": [
      "(trade) — \"Speechmatics provides automatic speech recognition technologies."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.speechmatics.com/",
     "quotes": [
      "Agent STT, powered by Linden 1"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.speechmatics.com/company/about-speechmatics",
     "quotes": [
      "pioneered applying neural networks to speech recognition at Cambridge University"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.speechmatics.com/company/articles-and-news/meet-agent-stt-powered-by-linden-1-fast-accurate-speech-recognition",
     "quotes": [
      "Linden holds the highest accuracy we've measured across 55+ languages at that speed."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Natural language applications",
    "Perceptual systems"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "software"
    }
   ],
   "div_label": "Software and tools",
   "location": "Cambridge (CB4 0AE)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: made_by",
     "id": "BIZ-LAB-11001",
     "name": "Melia (Speechmatics multilingual speech-to-text model)",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-11001",
     "page_label": "Labs"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-LAB-11002",
     "name": "Linden-1 (Speechmatics Agent STT model)",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-11002",
     "page_label": "Labs"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-LAB-11003",
     "name": "Oak-1 (Speechmatics medical speech-to-text model)",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-11003",
     "page_label": "Labs"
    }
   ],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-CRE-036",
   "name": "Audio Analytic",
   "bucket": "co",
   "status": "acquired",
   "status_date": "2022-11-09",
   "status_detail": "Reported in November 2022 to have been bought by Meta; its UK company Audio Analytic Limited was dissolved on 20 May 2026.",
   "one_line": "Cambridge developer of software that lets devices recognise sounds such as smoke alarms or a baby crying.",
   "description": "Audio Analytic was a Cambridge sound-recognition developer. Its \"ai3\" software let device makers, chip makers and AI service providers build products that recognise sounds such as smoke alarms and a baby's cry. It had raised about US$25m. Tech.eu reported on 9 November 2022, citing The Telegraph, that Meta had acquired the company; no price was given and no Meta release was opened. Companies House shows Audio Analytic Limited (06673834), incorporated 15 August 2008, dissolved on 20 May 2026.",
   "uk_status": "uk",
   "company": {
    "ch_number": "06673834",
    "registered_office": "2 Quayside, Cambridge, Cambridgeshire, England, CB5 8AB",
    "incorporated": "2008-08-15",
    "legal_form": "ltd",
    "owner_or_acquirer": "Meta Platforms, Inc.",
    "headcount": null,
    "ch_number_clean": "06673834",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/06673834",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB5 8AB)",
    "postcode": "CB5 8AB",
    "lat": 52.209941,
    "lng": 0.117535,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems"
   ],
   "sectors": [
    "consumer devices",
    "audio"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": [
    {
     "from": "Companies House check, 29 Oct 2026",
     "field": "company owner_or_acquirer",
     "text": "company owner_or_acquirer → Meta Platforms, Inc. (CH PSC from 31 October 2022; remove \"(reported)\")"
    },
    {
     "from": "Companies House check, 29 Oct 2026",
     "field": "status",
     "text": "status → keep acquired (2022), and add status_detail: the UK company was wound up solvently from 2 October 2023 and dissolved on 20 May 2026 (reason: CH)"
    }
   ],
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "creative",
   "function": "Cambridge developer of software that lets devices recognise sounds such as smoke alarms or a baby crying.",
   "affiliation": "Start-ups",
   "sources": [
    "https://tech.eu/2022/11/09/meta-acquires-audio-analytic/",
    "https://find-and-update.company-information.service.gov.uk/company/06673834",
    "https://find-and-update.company-information.service.gov.uk/company/06673834/persons-with-significant-control",
    "https://find-and-update.company-information.service.gov.uk/company/06673834/filing-history"
   ],
   "source_quotes": [
    {
     "url": "https://tech.eu/2022/11/09/meta-acquires-audio-analytic/",
     "quotes": [
      "Meta has reportedly acquired",
      "Cambridge-based sound recognition developer"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/06673834",
     "quotes": [
      "AUDIO ANALYTIC LIMITED\" \"Dissolved\" \"Dissolved on 20 May 2026\" \"Incorporated on 15 August 2008"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/06673834/persons-with-significant-control",
     "quotes": [
      "Meta Platforms, Inc.\" \"Us Corporation\" \"Delaware",
      "Ownership of shares – 75% or more\" (notified 31 October 2022)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/06673834/filing-history",
     "quotes": [
      "Final Gazette dissolved following liquidation\" (20 May 2026)",
      "Special resolution to wind up on 2023-10-02",
      "Declaration of solvency"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB5 8AB)",
   "status_group": "acquired",
   "ext_links": [],
   "label_links": [
    {
     "kind": "acquired_by",
     "name": "Meta Platforms (reported)"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-EDU-010",
   "name": "Obrizum",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Launched AI-based military training tools with BAE Systems, reported by UKTN on 1 February 2024. Companies House shows OBRIZUM GROUP LTD. as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge company whose learning platform uses AI to adapt training and tests to each learner.",
   "description": "Obrizum is a Cambridge \"data-driven upskilling platform that uses AI to analyse performance data\", adjusting instruction to each trainee. In November 2022 it raised a £9.5m Series A from investors including Guinness Ventures, Beaubridge, Juno Capital Partners, Qatar Science and Tech Holdings and Celeres Ventures, taking total funding to about £14m. Chibeza Agley is named as co-founder. In February 2024 it launched AI training tools for military staff with BAE Systems. Obrizum Group Ltd (09685974) was incorporated on 14 July 2015 and is registered in Cambridge.",
   "uk_status": "uk",
   "company": {
    "ch_number": "09685974",
    "registered_office": "Serendipity Labs, 1 Cambridge Square, Cambridge, United Kingdom, CB4 0AE",
    "incorporated": "2015-07-14",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "09685974",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/09685974",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB4 0AE)",
    "postcode": "CB4 0AE",
    "lat": 52.22486,
    "lng": 0.157178,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Chibeza Agley",
     "role": "co-founder",
     "from": null,
     "source": "https://www.uktech.news/ai/obrizum-funding-9-5m-20221124"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 9500000,
     "currency": "GBP",
     "date": "2022-11-24",
     "detail": "Series A",
     "raw": "funding_round: 9500000 GBP 2022-11-24 — Series A",
     "amount_gbp": 9500000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£9.5m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI implementation"
   ],
   "sectors": [
    "corporate training",
    "defence training"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "education",
   "function": "Cambridge company whose learning platform uses AI to adapt training and tests to each learner.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/ai/obrizum-funding-9-5m-20221124",
    "https://www.uktech.news/ai/obrizum-ai-military-training-bae-20240201",
    "https://find-and-update.company-information.service.gov.uk/search?q=obrizum",
    "https://find-and-update.company-information.service.gov.uk/company/09685974"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/ai/obrizum-funding-9-5m-20221124",
     "quotes": [
      "Cambridge-based data-driven upskilling platform"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/ai/obrizum-ai-military-training-bae-20240201",
     "quotes": [
      "AI-powered military training tools",
      "data-driven upskilling platform that uses AI to analyse performance data"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search?q=obrizum",
     "quotes": [
      "OBRIZUM GROUP LTD.\" \"09685974\" \"Incorporated on 14 July 2015"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/09685974",
     "quotes": [
      "OBRIZUM GROUP LTD. | Company number 09685974 | Active"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI implementation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB4 0AE)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Guinness Ventures"
    },
    {
     "kind": "partner_of",
     "name": "BAE Systems"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-LEG-016",
   "name": "ThoughtRiver",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Raised a US$10m Series A led by Octopus Ventures, reported by UKTN on 8 September 2020; no later event opened. Companies House shows THOUGHTRIVER LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge software that reads and pre-screens contracts automatically for lawyers.",
   "description": "ThoughtRiver sells automated contract review and pre-screening software. In September 2020 it raised US$10m (£7.5m) in a Series A led by Octopus Ventures, with Crane, LocalGlobe, Entrée Capital and SyndicateRoom, and announced a partnership with PwC. Octopus described the legal sector as slow to adopt AI. It then had offices in New York, Singapore, London, Cambridge and Auckland. ThoughtRiver Limited (10007469) was incorporated on 16 February 2016 and is registered at Cambridge Research Park, Waterbeach; its company page would not open, so its current status was not confirmed.",
   "uk_status": "uk",
   "company": {
    "ch_number": "10007469",
    "registered_office": "Building 1000 Cambridge Research Park, Waterbeach, Cambridgeshire, England, CB25 9PD",
    "incorporated": "2016-02-16",
    "legal_form": "ltd",
    "owner_or_acquirer": "majority holder Duncan Anthony Painter",
    "headcount": null,
    "ch_number_clean": "10007469",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/10007469",
    "ch_note": null
   },
   "place": {
    "text": "Waterbeach, Cambridgeshire (CB25 9PD)",
    "postcode": "CB25 9PD",
    "lat": 52.289315,
    "lng": 0.173328,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [
    {
     "kind": "funding_round",
     "amount": 10000000,
     "currency": "USD",
     "date": "2020-09-08",
     "detail": "Series A led by Octopus Ventures",
     "raw": "funding_round: 10000000 USD 2020-09-08 — Series A led by Octopus Ventures",
     "amount_gbp": 7678722,
     "fx_rate": 1.3023,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3023 per £ on 2020-09-08",
     "fx_date": "2020-09-08",
     "fx_note": "",
     "txt": "US$10m",
     "gbp_txt": "£7.7m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Natural language applications"
   ],
   "sectors": [
    "legal services",
    "contracts"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": [
    {
     "from": "Companies House check, 29 Oct 2026",
     "field": "company owner_or_acquirer",
     "text": "company owner_or_acquirer → majority holder Duncan Anthony Painter (CH PSC, \"Ownership of shares – More than 50% but less than 75%\", notified 27 March 2024); status_detail → add: control changed in March 2024; co-founder Timothy Pullan ceased to be a PSC on 14 March 2023; Duncan Painter has been a director since 24 May 2022 (reason: CH PSC and officers; the record's latest event is the 2020 Series A)"
    }
   ],
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "legal",
   "function": "Cambridge software that reads and pre-screens contracts automatically for lawyers.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/tag/thoughtriver",
    "https://find-and-update.company-information.service.gov.uk/search?q=thoughtriver",
    "https://find-and-update.company-information.service.gov.uk/company/10007469/persons-with-significant-control",
    "https://find-and-update.company-information.service.gov.uk/company/10007469/officers",
    "https://find-and-update.company-information.service.gov.uk/company/10007469"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/tag/thoughtriver",
     "quotes": [
      "ThoughtRiver raises $10M Series A to expand globally",
      "the market leader in automated contract review and pre-screening"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search?q=thoughtriver",
     "quotes": [
      "THOUGHTRIVER LIMITED\" \"10007469\" \"Incorporated on 16 February 2016"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10007469/persons-with-significant-control",
     "quotes": [
      "Mr Duncan Anthony Painter",
      "Ownership of shares – More than 50% but less than 75%\" (notified 27 March 2024); \"Mr Timothy Roger Pullan\" ceased 14 March 2023"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10007469/officers",
     "quotes": [
      "PAINTER, Duncan Anthony\" Director \"24 May 2022\"; \"HILL, Jennifer Elizabeth\" and \"MILLER, Patrick\" Directors \"26 April 2023"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10007469",
     "quotes": [
      "THOUGHTRIVER LIMITED | Company number 10007469 | Active"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Natural language applications"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Waterbeach, Cambridgeshire (CB25 9PD)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-201",
     "name": "Octopus Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-201",
     "page_label": "Investors"
    },
    {
     "kind": "partner_of",
     "id": "BIZ-SVC-010",
     "name": "PwC UK (AI practice)",
     "page": "services",
     "href": "../../services/#org=BIZ-SVC-010",
     "page_label": "Services and skills"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-CRE-025",
   "name": "Worldmodeldata",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-07-06",
   "status_detail": "Came out of stealth with £7m in seed funding led by Iona Star Capital, reported by UKTN on 6 July 2026.",
   "one_line": "Builds a licensed library of gameplay data from video games, used to train AI systems such as world models.",
   "description": "Worldmodeldata is a Cambridge company founded by chief executive Rhea Loucas. It collects and structures gameplay data from games built on Unreal and Unity, licensing it rather than scraping it, and aims for a \"data library of one million hours by the end of 2026\". UKTN reported £7m in seed funding led by Iona Star Capital on 6 July 2026. Worldmodeldata Limited was incorporated on 19 August 2025 at the Bradfield Centre on Cambridge Science Park.",
   "uk_status": "uk",
   "company": {
    "ch_number": "16659768",
    "registered_office": "The Bradfield Centre 184 Cambridge Science Park, Milton Road, Cambridge, England, CB4 0GA",
    "incorporated": "2025-08-19",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "16659768",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/16659768",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB4 0GA)",
    "postcode": "CB4 0GA",
    "lat": 52.233766,
    "lng": 0.146113,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Rhea Loucas",
     "role": "Founder and CEO",
     "from": null,
     "source": "https://www.uktech.news/funding/worldmodeldata-raises-7m-to-accelerate-gaming-data-for-ai-training-20260706"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 7000000,
     "currency": "GBP",
     "date": "2026-07-06",
     "detail": "seed led by Iona Star Capital",
     "raw": "funding_round: 7000000 GBP 2026-07-06 — seed led by Iona Star Capital",
     "amount_gbp": 7000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£7m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI development and training"
   ],
   "sectors": [
    "video games",
    "training data"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "creative",
   "function": "Builds a licensed library of gameplay data from video games, used to train AI systems such as world models.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/funding/worldmodeldata-raises-7m-to-accelerate-gaming-data-for-ai-training-20260706",
    "https://find-and-update.company-information.service.gov.uk/search/companies?q=worldmodeldata",
    "https://find-and-update.company-information.service.gov.uk/company/16659768"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/funding/worldmodeldata-raises-7m-to-accelerate-gaming-data-for-ai-training-20260706",
     "quotes": [
      "data library of one million hours by the end of 2026",
      "£7m seed led by Iona Star Capital",
      "Cambridge, UK"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=worldmodeldata",
     "quotes": [
      "WORLDMODELDATA LIMITED\" \"16659768\" \"Incorporated on 19 August 2025\" \"The Bradfield Centre 184 Cambridge Science Park, Milton Road, Cambridge, England, CB4 0GA"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/16659768",
     "quotes": [
      "WORLDMODELDATA LIMITED",
      "Active",
      "19 August 2025",
      "62090 - Other information technology service activities"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI development and training"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB4 0GA)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-122",
     "name": "Rhea Loucas",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-122",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: founder_of",
     "id": "BIZ-TAL-122",
     "name": "Rhea Loucas",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-122",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2142",
     "name": "Iona Star Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2142",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2142",
     "name": "Iona Star Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2142",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Iona Star Capital"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-FIN-001",
   "name": "Featurespace",
   "bucket": "co",
   "status": "acquired",
   "status_date": "2024-12-19",
   "status_detail": "Visa completed its acquisition of Featurespace on 19 December 2024; terms not disclosed; the UK company remains active.",
   "one_line": "Builds machine-learning software that watches card and bank payments as they happen and flags likely fraud and financial crime.",
   "description": "Featurespace grew out of Cambridge and is described by Visa as an \"AI-native transaction monitoring company\" headquartered in Cambridge. Visa completed the purchase on 19 December 2024 and placed it in its Risk and Identity Solutions unit. The UK company, incorporated in November 2005, is active, with its registered office now at Visa's London address, 1 Sheldon Square. Visa's release gives the founding year as 2008, while the company was incorporated in 2005. [Round 6, 30 Oct 2026] award: 3rd place, UK final of UK-US PETs prize challenges; phase-one winner as Featurespace Limited (2022-11 and 2023-03)",
   "uk_status": "uk",
   "company": {
    "ch_number": "05640420",
    "registered_office": "1 Sheldon Square, London, United Kingdom, W2 6TT",
    "incorporated": "2005-11-30",
    "legal_form": "ltd",
    "owner_or_acquirer": "Visa",
    "headcount": null,
    "ch_number_clean": "05640420",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/05640420",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (operations, per Visa); registered office London W2 6TT",
    "postcode": "W2 6TT",
    "lat": 51.518934,
    "lng": -0.180644,
    "region": "England: East of England",
    "admin_district": "Westminster",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI implementation",
    "AI security and assurance"
   ],
   "sectors": [
    "fraud",
    "payments",
    "financial crime"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": "biz-featurespace",
   "type": "Companies",
   "category": "finance",
   "function": "Builds machine-learning software that watches card and bank payments as they happen and flags likely fraud and financial crime.",
   "affiliation": "Start-ups",
   "sources": [
    "https://corporate.visa.com/en/sites/visa-perspectives/newsroom/visa-completes-acquisition-featurespace.html",
    "https://find-and-update.company-information.service.gov.uk/company/05640420",
    "https://www.gov.uk/government/news/winners-announced-in-first-phase-of-uk-us-privacy-enhancing-technologies-prize-challenges"
   ],
   "source_quotes": [
    {
     "url": "https://corporate.visa.com/en/sites/visa-perspectives/newsroom/visa-completes-acquisition-featurespace.html",
     "quotes": [
      "AI-native transaction monitoring company that helps to prevent fraud and financial crime",
      "headquartered in Cambridge, UK",
      "The Featurespace business will become part of Visa's Risk and Identity Solutions business unit"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/05640420",
     "quotes": [
      "FEATURESPACE LIMITED\" \"Active\" \"1 Sheldon Square, London, United Kingdom, W2 6TT\" \"30 November 2005"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/winners-announced-in-first-phase-of-uk-us-privacy-enhancing-technologies-prize-challenges",
     "quotes": [
      "Featurespace Limited\" (listed among UK winners)"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI implementation",
    "AI security and assurance"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (operations, per Visa); registered office London W2 6TT",
   "status_group": "acquired",
   "ext_links": [],
   "label_links": [
    {
     "kind": "acquired_by",
     "name": "Visa"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-FIN-003",
   "name": "Darktrace (recorded under risk)",
   "bucket": "co",
   "status": "acquired",
   "status_date": "2024-10-01",
   "status_detail": "Taken private by Thoma Bravo for about US$5.3bn (US$7.75 a share in cash), completed 1 October 2024.",
   "one_line": "Sells cyber-security software that learns what normal activity looks like on a company's network and email and flags anything unusual.",
   "description": "Darktrace is a cyber-security company with research and development in Cambridge. It is recorded here under a risk heading only because the brief directs it; its natural home is the Safety and assurance page, and the lead researcher may move it there. Thoma Bravo's all-cash acquisition, announced on 26 April 2024 and valuing the company at about US$5.3bn, completed on 1 October 2024, when the scheme of arrangement became effective. Thoma Bravo calls it \"a global leader in AI for cybersecurity\". Footnote: Companies House also lists DARKTRACE HOLDINGS LIMITED, company number 08562035 (Active, incorporated 10 June 2013, named DARKTRACE LIMITED until 29 March 2021). Its person with significant control is Darktrace Limited (13264637), which holds 75% or more of its shares. Darktrace Limited 13264637 was named DARKTRACE PLC from 30 March 2021 to 9 October 2024, and its own person with significant control is Darktrace Bidco Limited (15667075). Source: Companies House, checked 31 Oct 2026.",
   "uk_status": "uk",
   "company": {
    "ch_number": "13264637",
    "registered_office": "Maurice Wilkes Building, St John's Innovation Park, Cowley Road, Cambridge, United Kingdom, CB4 0DS",
    "incorporated": "2021-03-12",
    "legal_form": "Private limited Company",
    "owner_or_acquirer": "Thoma Bravo",
    "headcount": null,
    "ch_number_clean": "13264637",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/13264637",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Adam Towns",
     "role": "Chief Financial and Operating Officer (from CFO, Dataiku)",
     "from": "2026-10-13",
     "source": "https://www.globenewswire.com/news-release/2026/10/13/3379872/0/en/darktrace-names-three-senior-executives-to-strengthen-finance-revenue-and-customer-leadership.html",
     "round4": true
    },
    {
     "name": "Michael (Mike) McGuinness",
     "role": "Chief Revenue Officer (from Chief Commercial Officer, Quickbase)",
     "from": "2026-10-13",
     "source": "https://www.globenewswire.com/news-release/2026/10/13/3379872/0/en/darktrace-names-three-senior-executives-to-strengthen-finance-revenue-and-customer-leadership.html",
     "round4": true
    },
    {
     "name": "Beth Shea",
     "role": "Chief Customer Officer (from Chief Customer Officer, Snyk)",
     "from": "2026-10-13",
     "source": "https://www.globenewswire.com/news-release/2026/10/13/3379872/0/en/darktrace-names-three-senior-executives-to-strengthen-finance-revenue-and-customer-leadership.html",
     "round4": true
    },
    {
     "name": "Issy Richards",
     "role": "Chief Product Officer (from Interim SVP Product, Darktrace; earlier Ocado Technology and Faculty AI)",
     "from": "2026-10-22",
     "source": "https://www.globenewswire.com/news-release/2026/10/22/3386504/0/en/darktrace-strengthens-product-and-technology-leadership-with-new-executive-appointments.html",
     "round4": true
    },
    {
     "name": "Stephen Pickman",
     "role": "Chief Technology Officer (from SVP Engineering, Darktrace), succeeding co-founder Jack Stockdale, who moved to a part-time role",
     "from": "2026-10-22",
     "source": "https://www.globenewswire.com/news-release/2026/10/22/3386504/0/en/darktrace-strengthens-product-and-technology-leadership-with-new-executive-appointments.html",
     "round4": true
    },
    {
     "name": "Max Heinemeyer",
     "role": "Chief Product Officer (promoted from VP of Cyber Innovation)",
     "from": "2022-07-19",
     "source": "https://www.darktrace.com/news/management-changes",
     "round4": true
    },
    {
     "name": "David Walden",
     "role": "Chief People Officer (from people roles at Capital One, AOL, T. Rowe Price and Etsy)",
     "from": "2022-07-19",
     "source": "https://www.darktrace.com/news/management-changes",
     "round4": true
    },
    {
     "name": "Carolyn Esser",
     "role": "Chief Corporate Affairs Officer (from Bill & Melinda Gates Foundation)",
     "from": "2022-07-19",
     "source": "https://www.darktrace.com/news/management-changes",
     "round4": true
    },
    {
     "name": "Ed Jennings",
     "role": "President and Chief Executive",
     "from": "2026-03-09 (release date)",
     "source": "https://www.globenewswire.com/en/search/organization/Darktrace",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "acquisition_price",
     "amount": 5300000000,
     "currency": "USD",
     "date": "2024-10-01",
     "detail": "all-cash, US$7.75 per share",
     "raw": "acquisition_price: 5300000000 USD 2024-10-01 — all-cash, US$7.75 per share",
     "amount_gbp": 3988260968,
     "fx_rate": 1.3289,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3289 per £ on 2024-10-01",
     "fx_date": "2024-10-01",
     "fx_note": "",
     "txt": "US$5.30bn",
     "gbp_txt": "£3.99bn"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI security and assurance"
   ],
   "sectors": [
    "cyber security",
    "risk"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": "biz-darktrace",
   "type": "Companies",
   "category": "finance",
   "function": "Sells cyber-security software that learns what normal activity looks like on a company's network and email and flags anything unusual.",
   "affiliation": "Start-ups",
   "sources": [
    "https://darktrace.com/news/darktrace-announces-formal-completion-of-its-acquisition-by-thoma-bravo",
    "https://www.thomabravo.com/press-releases/thoma-bravo-completes-acquisition-of-darktrace",
    "https://find-and-update.company-information.service.gov.uk/company/13264637",
    "https://find-and-update.company-information.service.gov.uk/company/08562035/persons-with-significant-control"
   ],
   "source_quotes": [
    {
     "url": "https://darktrace.com/news/darktrace-announces-formal-completion-of-its-acquisition-by-thoma-bravo",
     "quotes": [
      "Cambridge, UK, 1 October 2024",
      "has today announced the completion of its acquisition by Thoma Bravo",
      "has now become effective"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.thomabravo.com/press-releases/thoma-bravo-completes-acquisition-of-darktrace",
     "quotes": [
      "approximately $5.3 billion",
      "$7.75 per share in cash",
      "Darktrace is a global leader in AI for cybersecurity"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/13264637",
     "quotes": [
      "DARKTRACE LIMITED | Company number 13264637 | Company status Active | Incorporated on 12 March 2021 | Previous company names: DARKTRACE PLC 30 Mar 2021 - 09 Oct 2024; SRENOOG PLC 12 Mar 2021 - 30 Mar 2021"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/08562035/persons-with-significant-control",
     "quotes": [
      "DARKTRACE HOLDINGS LIMITED (08562035) | Persons with significant control: Darktrace Limited | Registration number 13264637 | Ownership of shares – 75% or more"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI security and assurance"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge",
   "status_group": "acquired",
   "ext_links": [
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-010",
     "name": "Balderton Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-010",
     "page_label": "Investors"
    },
    {
     "kind": "acquired_by",
     "id": "BIZ-INV-301",
     "name": "Thoma Bravo",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-301",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-203",
     "name": "Hoxton Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-203",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-301",
     "name": "Thoma Bravo",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-301",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-302",
     "name": "Vitruvian Partners",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-302",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-303",
     "name": "KKR",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-303",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2071",
     "name": "Ed Jennings",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2071",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2072",
     "name": "Mike Beck",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2072",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2073",
     "name": "Chris Kozup",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2073",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2074",
     "name": "Michael (Mike) McGuinness",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2074",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2075",
     "name": "David Morris",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2075",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2076",
     "name": "Stephen Pickman",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2076",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2077",
     "name": "Issy Richards",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2077",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2078",
     "name": "Beth Shea",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2078",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2079",
     "name": "David Smith",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2079",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2080",
     "name": "Adam Towns",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2080",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: alumni_of",
     "id": "BIZ-TAL-2081",
     "name": "Poppy Gustafsson",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2081",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: alumni_of",
     "id": "BIZ-TAL-2082",
     "name": "Nicole Eagan",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2082",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: alumni_of",
     "id": "BIZ-TAL-2083",
     "name": "Max Heinemeyer",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2083",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: alumni_of",
     "id": "BIZ-TAL-2084",
     "name": "Dave Palmer",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2084",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: alumni_of",
     "id": "BIZ-TAL-2085",
     "name": "David Walden",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2085",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: alumni_of",
     "id": "BIZ-TAL-2086",
     "name": "Carolyn Esser",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2086",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: alumni_of",
     "id": "BIZ-TAL-2087",
     "name": "Emily Orton",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2087",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2246",
     "name": "Tim Bazalgette",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2246",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-SVC-2058",
     "name": "Spärck AI Scholarships",
     "page": "services",
     "href": "../../services/#org=BIZ-SVC-2058",
     "page_label": "Services and skills"
    }
   ],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-TAL-224"
   ]
  },
  {
   "id": "BIZ-SU-LEG-006",
   "name": "Luminance",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Raised a US$75m Series C led by Point72, reported 18 February 2025; no later round found. Companies House shows LUMINANCE TECHNOLOGIES LTD as Active (checked 31 Oct 2026).",
   "one_line": "Sells AI software that drafts, negotiates and reviews legal contracts for in-house legal teams and law firms.",
   "description": "Luminance was founded in 2015 and its operating company, Luminance Technologies Ltd, is registered in Cambridge; UKTN calls it Cambridge-based and reports a holding entity in the British Virgin Islands. It has built a legal language model used for contract drafting, negotiation and review, and is led by chief executive Eleanor Lightbody. It raised US$40m in a Series B led by March Capital (April 2024) and US$75m in a Series C led by Point72 (February 2025). Its last annual report showed revenue of £9.4m (UKTN).",
   "uk_status": "uk",
   "company": {
    "ch_number": "09857705",
    "registered_office": "5th Floor 20 Station Road, Cambridge, England, CB1 2JD",
    "incorporated": "2015-11-05",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "09857705",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/09857705",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB1 2JD)",
    "postcode": "CB1 2JD",
    "lat": 52.194439,
    "lng": 0.133975,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Eleanor Lightbody",
     "role": "CEO",
     "from": null,
     "source": "https://www.uktech.news/funding/vc-funding/billionaire-steve-cohen-leads-in-ai-firm-luminances-75m-funding-round-20250218"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 40000000,
     "currency": "USD",
     "date": "2024-04-03",
     "detail": "Series B led by March Capital",
     "raw": "funding_round: 40000000 USD 2024-04-03 — Series B led by March Capital",
     "amount_gbp": 31698233,
     "fx_rate": 1.2619,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.2619 per £ on 2024-04-03",
     "fx_date": "2024-04-03",
     "fx_note": "",
     "txt": "US$40m",
     "gbp_txt": "£31.7m"
    },
    {
     "kind": "funding_round",
     "amount": 75000000,
     "currency": "USD",
     "date": "2025-02-18",
     "detail": "Series C led by Point72, with Forestay Capital, RPS Ventures and Schroders Capital",
     "raw": "funding_round: 75000000 USD 2025-02-18 — Series C led by Point72, with Forestay Capital, RPS Ventures and Schroders Capital",
     "amount_gbp": 59453032,
     "fx_rate": 1.2615,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.2615 per £ on 2025-02-18",
     "fx_date": "2025-02-18",
     "fx_note": "",
     "txt": "US$75m",
     "gbp_txt": "£59.5m"
    },
    {
     "kind": "revenue",
     "amount": 9400000,
     "currency": "GBP",
     "date": null,
     "detail": "most recent annual report as reported by UKTN",
     "raw": "revenue: 9400000 GBP null — most recent annual report as reported by UKTN",
     "amount_gbp": 9400000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£9.4m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Natural language applications",
    "AI development and training"
   ],
   "sectors": [
    "legal",
    "contracts"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": "biz-luminance",
   "type": "Companies",
   "category": "legal",
   "function": "Sells AI software that drafts, negotiates and reviews legal contracts for in-house legal teams and law firms.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/funding/vc-funding/billionaire-steve-cohen-leads-in-ai-firm-luminances-75m-funding-round-20250218",
    "https://www.uktech.news/ai/luminance-legal-ai-funding-20240403",
    "https://find-and-update.company-information.service.gov.uk/company/09857705"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/funding/vc-funding/billionaire-steve-cohen-leads-in-ai-firm-luminances-75m-funding-round-20250218",
     "quotes": [
      "oversubscribed series C round",
      "Cambridge-based",
      "headquartered in the British Virgin Islands"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/ai/luminance-legal-ai-funding-20240403",
     "quotes": [
      "$40m (£31.8)",
      "London and Cambridge-based"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/09857705",
     "quotes": [
      "LUMINANCE TECHNOLOGIES LTD\" \"Active\" \"5th Floor 20 Station Road, Cambridge, England, CB1 2JD\" \"5 November 2015"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Natural language applications",
    "AI development and training"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB1 2JD)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: partner_of",
     "id": "BIZ-EST-078",
     "name": "National Grid Partners US$100m AI start-up commitment",
     "page": "established",
     "href": "../../established/#org=BIZ-EST-078",
     "page_label": "Established firms"
    },
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-073",
     "name": "Point72 Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-073",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-133",
     "name": "Eleanor Lightbody",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-133",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2101",
     "name": "Forestay Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2101",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2101",
     "name": "Forestay Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2101",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2171",
     "name": "March Capital Partners",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2171",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2171",
     "name": "March Capital Partners",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2171",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2183",
     "name": "National Grid Partners",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2183",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2183",
     "name": "National Grid Partners",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2183",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2218",
     "name": "RPS Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2218",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2218",
     "name": "RPS Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2218",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2230",
     "name": "Slaughter and May",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2230",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2230",
     "name": "Slaughter and May",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2230",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-073",
     "name": "Point72 Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-073",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-073",
     "name": "Point72 Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-073",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-061",
     "name": "Schroders Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-061",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-061",
     "name": "Schroders Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-061",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "March Capital"
    },
    {
     "kind": "funded_by",
     "name": "Point72"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-008",
   "name": "TidalSense",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-07-24",
   "status_detail": "Raised US$19m (£14.2m), reported 24 July 2026, from investors including Cross-Border Impact Ventures, BGF, Airstream Capital and Foresight Group, to sell its COPD test in Europe and the US.",
   "one_line": "Cambridge company whose handheld device and AI software diagnose chronic lung disease from 75 seconds of normal breathing.",
   "description": "TidalSense makes N-Tidal Diagnose, a portable AI tool for chronic obstructive pulmonary disease (COPD). Patients breathe normally into it for 75 seconds and it analyses the carbon dioxide waveform. In July 2026 it raised £14.2m from Cross-Border Impact Ventures and returning backers BGF, Airstream Capital and Foresight Group. Ameera Patel is chief executive. The company was incorporated in 2013 and is registered in Cambridge.",
   "uk_status": "uk",
   "company": {
    "ch_number": "08500211",
    "registered_office": "The Vinery, 15a Vinery Road, Cambridge, England, CB1 3DN",
    "incorporated": "2013-04-23",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "08500211",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/08500211",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB1 3DN)",
    "postcode": "CB1 3DN",
    "lat": 52.198006,
    "lng": 0.151487,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Ameera Patel",
     "role": "Chief Executive",
     "from": null,
     "source": "https://www.uktech.news/medtech/tidalsense-secures-14-2m-for-ai-breath-test-20260724"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 14200000,
     "currency": "GBP",
     "date": "2026-07-24",
     "detail": "investors Cross-Border Impact Ventures, BGF, Airstream Capital, Foresight Group (lead not stated)",
     "raw": "funding_round: 14200000 GBP 2026-07-24 — investors Cross-Border Impact Ventures, BGF, Airstream Capital, Foresight Group (lead not stated)",
     "amount_gbp": 14200000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£14.2m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": {
    "maker": "TidalSense",
    "launched": null,
    "what_it_does": "N-Tidal Diagnose, a handheld AI breath test for COPD"
   },
   "dsit_domains": [
    "Perceptual systems",
    "AI implementation"
   ],
   "sectors": [
    "respiratory diagnostics",
    "medical devices"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": [
    {
     "from": "Companies House check, 29 Oct 2026",
     "field": "description",
     "text": "description → add previous name CAMBRIDGE RESPIRATORY INNOVATIONS LIMITED (23 Apr 2013 – 10 May 2023)"
    }
   ],
   "held": [],
   "same_as": null,
   "package1_id": "biz-tidalsense",
   "type": "Companies",
   "category": "health",
   "function": "Cambridge company whose handheld device and AI software diagnose chronic lung disease from 75 seconds of normal breathing.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/medtech/tidalsense-secures-14-2m-for-ai-breath-test-20260724",
    "https://find-and-update.company-information.service.gov.uk/search/companies?q=tidalsense",
    "https://find-and-update.company-information.service.gov.uk/company/08500211"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/medtech/tidalsense-secures-14-2m-for-ai-breath-test-20260724",
     "quotes": [
      "Cambridge-based health tech startup",
      "$19m (£14.2m)",
      "Cross-Border Impact Ventures",
      "BGF, Airstream Capital and Foresight Group (dated 24 July 2026)"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=tidalsense",
     "quotes": [
      "TIDALSENSE LIMITED\" \"08500211\" \"23 April 2013\" \"The Vinery, 15a Vinery Road, Cambridge, England, CB1 3DN"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/08500211",
     "quotes": [
      "TIDALSENSE LIMITED",
      "Active",
      "23 April 2013",
      "CAMBRIDGE RESPIRATORY INNOVATIONS LIMITED (23 Apr 2013 - 10 May 2023)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems",
    "AI implementation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB1 3DN)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-174",
     "name": "Ameera Patel",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-174",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2013",
     "name": "Airstream Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2013",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2013",
     "name": "Airstream Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2013",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2037",
     "name": "BGF",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2037",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2037",
     "name": "BGF",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2037",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2074",
     "name": "Cross-Border Impact Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2074",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2074",
     "name": "Cross-Border Impact Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2074",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2100",
     "name": "Foresight Group",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2100",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2100",
     "name": "Foresight Group",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2100",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Cross-Border Impact Ventures"
    },
    {
     "kind": "funded_by",
     "name": "BGF"
    },
    {
     "kind": "funded_by",
     "name": "Foresight Group"
    },
    {
     "kind": "funded_by",
     "name": "Airstream Capital"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-009",
   "name": "Qureight",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-07-29",
   "status_detail": "Closed a US$20m (£15m) Series B led by Molten Ventures, reported 29 July 2026.",
   "one_line": "Cambridge company whose deep-learning platform analyses lung and heart scans for drug companies running clinical trials.",
   "description": "Qureight runs an AI clinical trial imaging platform, including a 3D deep learning system to curate, analyse and extract measurements from lung and heart scans for trial sponsors. It was founded by pulmonologist Muhunthan Thillai and radiologist Alessandro Ruggiero. It raised US$8.5m led by Hargreave Hale AIM VCT in April 2024, and in July 2026 a US$20m Series B led by Molten Ventures, with existing backers Hargreave Hale AIM VCT, XTX Ventures, Guinness Ventures, Meltwind and Ascension. The company was incorporated in January 2018 and is registered on Station Road, Cambridge.",
   "uk_status": "uk",
   "company": {
    "ch_number": "11132399",
    "registered_office": "50 - 60 Station Road, Cambridge, England, CB1 2JH",
    "incorporated": "2018-01-04",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "11132399",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/11132399",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB1 2JH)",
    "postcode": "CB1 2JH",
    "lat": 52.194361,
    "lng": 0.135318,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Muhunthan Thillai",
     "role": "Founder and CEO",
     "from": null,
     "source": "https://www.uktech.news/medtech/qureight-funding-ai-medical-data-20240416"
    },
    {
     "name": "Alessandro Ruggiero",
     "role": "Co-founder",
     "from": null,
     "source": null
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 20000000,
     "currency": "USD",
     "date": "2026-07-29",
     "detail": "Series B led by Molten Ventures",
     "raw": "funding_round: 20000000 USD 2026-07-29 — Series B led by Molten Ventures",
     "amount_gbp": 15052307,
     "fx_rate": 1.3287,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3287 per £ on 2026-07-29",
     "fx_date": "2026-07-29",
     "fx_note": "",
     "txt": "US$20m",
     "gbp_txt": "£15.1m"
    },
    {
     "kind": "funding_round",
     "amount": 8500000,
     "currency": "USD",
     "date": "2024-04-16",
     "detail": "led by Hargreave Hale AIM VCT",
     "raw": "funding_round: 8500000 USD 2024-04-16 — led by Hargreave Hale AIM VCT",
     "amount_gbp": 6831699,
     "fx_rate": 1.2442,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.2442 per £ on 2024-04-16",
     "fx_date": "2024-04-16",
     "fx_note": "",
     "txt": "US$8.5m",
     "gbp_txt": "£6.8m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems",
    "Knowledge generation"
   ],
   "sectors": [
    "medical imaging",
    "clinical trials"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "health",
   "function": "Cambridge company whose deep-learning platform analyses lung and heart scans for drug companies running clinical trials.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/medtech/qureight-closes-15m-round-to-scale-ai-imaging-platform-20260729",
    "https://find-and-update.company-information.service.gov.uk/search/companies?q=qureight",
    "https://www.uktech.news/medtech/qureight-funding-ai-medical-data-20240416",
    "https://find-and-update.company-information.service.gov.uk/company/11132399"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/medtech/qureight-closes-15m-round-to-scale-ai-imaging-platform-20260729",
     "quotes": [
      "AI-powered clinical trial imaging platform",
      "3D deep learning platform designed to curate, analyse, and extract precision endpoints",
      "The round was led by Molten Ventures"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=qureight",
     "quotes": [
      "QUREIGHT LIMITED\" \"11132399\" \"4 January 2018\" \"50 - 60 Station Road, Cambridge, England, CB1 2JH"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/medtech/qureight-funding-ai-medical-data-20240416",
     "quotes": [
      "has raised $8.5m (£6.8m)\" \"The investment was led by Hargreave Hale AIM VCT\" \"founder and CEO Dr Muhunthan Thillai"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/11132399",
     "quotes": [
      "QUREIGHT LIMITED",
      "50 - 60 Station Road, Cambridge, England, CB1 2JH",
      "Active",
      "4 January 2018"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems",
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB1 2JH)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-044",
     "name": "XTX Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-044",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2027",
     "name": "Ascension",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2027",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2027",
     "name": "Ascension",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2027",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2117",
     "name": "Guinness Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2117",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2117",
     "name": "Guinness Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2117",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2121",
     "name": "Hargreave Hale AIM VCT",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2121",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2121",
     "name": "Hargreave Hale AIM VCT",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2121",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2173",
     "name": "Meltwind",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2173",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2173",
     "name": "Meltwind",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2173",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2178",
     "name": "Molten Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2178",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2178",
     "name": "Molten Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2178",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-044",
     "name": "XTX Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-044",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-044",
     "name": "XTX Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-044",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Molten Ventures"
    },
    {
     "kind": "funded_by",
     "name": "Hargreave Hale AIM VCT"
    },
    {
     "kind": "funded_by",
     "name": "Ascension"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-011",
   "name": "Lucida Medical",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Raised £8.7m in a round led by IW Capital, with XTX Ventures and Macmillan Cancer Support, reported 30 March 2026. Companies House shows LUCIDA MEDICAL LTD as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge company whose AI helps doctors find prostate cancer on MRI scans; already used in the NHS.",
   "description": "Lucida Medical provides an AI diagnostic service that helps clinicians detect prostate cancer on MRI scans, and UKTN reports it is already used in the NHS. In March 2026 it raised £8.7m led by IW Capital, with XTX Ventures and Macmillan Cancer Support taking part. Antony Rix is co-founder and chief executive. The company was incorporated in November 2019 and is registered at King's Hedges Road, Cambridge.",
   "uk_status": "uk",
   "company": {
    "ch_number": "12320979",
    "registered_office": "Allia Future Business Centre, King's Hedges Road, Cambridge, England, CB4 2HY",
    "incorporated": "2019-11-19",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "12320979",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/12320979",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB4 2HY)",
    "postcode": "CB4 2HY",
    "lat": 52.234821,
    "lng": 0.129527,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Antony Rix",
     "role": "Co-founder and CEO",
     "from": null,
     "source": "https://www.uktech.news/medtech/ai-diagnostic-startup-raises-9m-in-macmillan-backed-round-20260330"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 8700000,
     "currency": "GBP",
     "date": "2026-03-30",
     "detail": "led by IW Capital, with XTX Ventures and Macmillan Cancer Support",
     "raw": "funding_round: 8700000 GBP 2026-03-30 — led by IW Capital, with XTX Ventures and Macmillan Cancer Support",
     "amount_gbp": 8700000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£8.7m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems",
    "AI implementation"
   ],
   "sectors": [
    "medical imaging",
    "prostate cancer"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "health",
   "function": "Cambridge company whose AI helps doctors find prostate cancer on MRI scans; already used in the NHS.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/medtech/ai-diagnostic-startup-raises-9m-in-macmillan-backed-round-20260330",
    "https://find-and-update.company-information.service.gov.uk/search/companies?q=lucida+medical",
    "https://find-and-update.company-information.service.gov.uk/company/12320979"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/medtech/ai-diagnostic-startup-raises-9m-in-macmillan-backed-round-20260330",
     "quotes": [
      "Lucida Medical, a startup using AI to support the cancer diagnostic process has raised £8.7m in a funding round.",
      "A Cambridge-based startup"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=lucida+medical",
     "quotes": [
      "LUCIDA MEDICAL LTD\" \"12320979\" \"19 November 2019\" \"King's Hedges Road, Cambridge"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/12320979",
     "quotes": [
      "LUCIDA MEDICAL LTD | Company number 12320979 | Active"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems",
    "AI implementation"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB4 2HY)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-044",
     "name": "XTX Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-044",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2146",
     "name": "IW Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2146",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2146",
     "name": "IW Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2146",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2167",
     "name": "Macmillan Cancer Support",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2167",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2167",
     "name": "Macmillan Cancer Support",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2167",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-044",
     "name": "XTX Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-044",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-044",
     "name": "XTX Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-044",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "IW Capital"
    },
    {
     "kind": "funded_by",
     "name": "Macmillan Cancer Support"
    },
    {
     "kind": "supplies",
     "name": "NHS"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-015",
   "name": "Flok Health",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-06-03",
   "status_detail": "Raised a US$12.5m (£9.5m) Series A led by Albion VC, with Eka VC, Form Ventures and Mercia Ventures, reported 3 June 2026.",
   "one_line": "Cambridge company that runs an AI physiotherapy clinic, offering NHS patients back-pain appointments through an app.",
   "description": "Flok Health was co-founded in 2022 by Finn Stevenson (chief executive) and Ric da Silva (chief technology officer). It runs an AI-operated digital physiotherapy clinic for musculoskeletal conditions; patients can self-refer and start with an AI digital doctor appointment. By May 2024 it had raised £2m and held Care Quality Commission approval. In June 2026 it raised a £9.5m Series A led by Albion VC to scale its service to NHS patients. The company is registered near Cambridge. [Round 4, 30 Oct 2026] programme: DigitalHealth.London Accelerator cohort (cohort filter 422)",
   "uk_status": "uk",
   "company": {
    "ch_number": "13873781",
    "registered_office": "Lime Tree Barn, Foxes Bridge Farm, Royston Lane, Comberton, Cambridge, Cambridgeshire, England, CB23 7EE",
    "incorporated": "2022-01-26",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "13873781",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/13873781",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB23 7EE)",
    "postcode": "CB23 7EE",
    "lat": 52.180275,
    "lng": 0.021194,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Finn Stevenson",
     "role": "Co-founder and CEO",
     "from": "2022",
     "source": "https://www.uktech.news/medtech/flok-health-raises-9-3m-to-scale-its-ai-clinician-20260603"
    },
    {
     "name": "Ric da Silva",
     "role": "Co-founder and CTO",
     "from": "2022",
     "source": null
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 12500000,
     "currency": "USD",
     "date": "2026-06-03",
     "detail": "Series A led by Albion VC (UKTN gives both £9.5m and £9.3m)",
     "raw": "funding_round: 12500000 USD 2026-06-03 — Series A led by Albion VC (UKTN gives both £9.5m and £9.3m)",
     "amount_gbp": 9302672,
     "fx_rate": 1.3437,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3437 per £ on 2026-06-03",
     "fx_date": "2026-06-03",
     "fx_note": "",
     "txt": "US$12.5m",
     "gbp_txt": "£9.3m"
    },
    {
     "kind": "funding_round",
     "amount": 2000000,
     "currency": "GBP",
     "date": "2024-05-24",
     "detail": "total raised to date (as reported)",
     "raw": "funding_round: 2000000 GBP 2024-05-24 — total raised to date (as reported)",
     "amount_gbp": 2000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£2m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Autonomous and agent systems",
    "AI implementation"
   ],
   "sectors": [
    "physiotherapy",
    "musculoskeletal care"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "health",
   "function": "Cambridge company that runs an AI physiotherapy clinic, offering NHS patients back-pain appointments through an app.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/medtech/flok-health-raises-9-3m-to-scale-its-ai-clinician-20260603",
    "https://www.uktech.news/news/founder-interviews/flok-health-founder-finn-stevenson-20240524",
    "https://find-and-update.company-information.service.gov.uk/search/companies?q=flok+health",
    "https://find-and-update.company-information.service.gov.uk/company/13873781",
    "https://digitalhealth.london/innovation-directory?areainnovation=&sector=&technology=&cohort=422"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/medtech/flok-health-raises-9-3m-to-scale-its-ai-clinician-20260603",
     "quotes": [
      "delivers entire healthcare pathways autonomously without requiring human oversight",
      "$12.5m (£9.5m) Series A",
      "Albion VC"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/news/founder-interviews/flok-health-founder-finn-stevenson-20240524",
     "quotes": [
      "AI-powered digital physiotherapy clinic for treating musculoskeletal (MSK) conditions",
      "co-founded Flok Health in 2022 with Ric da Silva",
      "has raised £2m in funding"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=flok+health",
     "quotes": [
      "FLOK HEALTH LTD\" \"13873781\" \"26 January 2022"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/13873781",
     "quotes": [
      "FLOK HEALTH LTD",
      "Active",
      "26 January 2022",
      "86900 - Other human health activities"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://digitalhealth.london/innovation-directory?areainnovation=&sector=&technology=&cohort=422",
     "quotes": [
      "Flok Health’s AI Back Pain Clinic is an AI physiotherapy clinic"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Autonomous and agent systems",
    "AI implementation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB23 7EE)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-175",
     "name": "Finn Stevenson",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-175",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: founder_of",
     "id": "BIZ-TAL-175",
     "name": "Finn Stevenson",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-175",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-176",
     "name": "Ric da Silva",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-176",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: founder_of",
     "id": "BIZ-TAL-176",
     "name": "Ric da Silva",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-176",
     "page_label": "Talent"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "AlbionVC"
    },
    {
     "kind": "funded_by",
     "name": "Eka VC"
    },
    {
     "kind": "funded_by",
     "name": "Form Ventures"
    },
    {
     "kind": "funded_by",
     "name": "Mercia Ventures"
    },
    {
     "kind": "supplies",
     "name": "NHS"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-021",
   "name": "Ignota Labs",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Business Weekly reported on 8 July 2025 that its chief scientific officer had been made an Industry and Enterprise Fellow of Clare Hall, after a £5.5m seed raise earlier in 2025 and a collaboration with Sanofi. Companies House shows IGNOTA LABS LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge company that uses AI to work out why promising drugs failed on safety grounds, and then tries to rescue them.",
   "description": "Ignota Labs takes on drug projects that were abandoned and tries to bring them back. Its AI platform, SAFEPATH, uses deep learning to study why drugs are toxic. Business Weekly reported a £5.5m seed raise in 2025 and a collaboration with Sanofi that includes €120,000 of funding, and said its 12 staff are all in Cambridge. Jordan Lane is chief scientific officer. The company was incorporated in October 2021 and is registered at St John's Innovation Centre, Cambridge.",
   "uk_status": "uk",
   "company": {
    "ch_number": "13678972",
    "registered_office": "St Johns Innovation Centre, Cowley Road, Cambridge, England, CB4 0WS",
    "incorporated": "2021-10-14",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": "12, 2025-07-08, Business Weekly",
    "ch_number_clean": "13678972",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/13678972",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB4 0WS)",
    "postcode": "CB4 0WS",
    "lat": 52.234909,
    "lng": 0.153433,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Jordan Lane",
     "role": "Chief Scientific Officer",
     "from": null,
     "source": "https://www.businessweekly.co.uk/posts/honour-for-cso-maintains-upward-trajectory-for-ignota-labs"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 5500000,
     "currency": "GBP",
     "date": "2025",
     "detail": "seed (year only, as reported)",
     "raw": "funding_round: 5500000 GBP 2025 — seed (year only, as reported)",
     "amount_gbp": 5500000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£5.5m",
     "gbp_txt": ""
    },
    {
     "kind": "contract",
     "amount": 120000,
     "currency": "EUR",
     "date": "2025",
     "detail": "Sanofi collaboration funding (as reported)",
     "raw": "contract: 120000 EUR 2025 — Sanofi collaboration funding (as reported)",
     "amount_gbp": 99182,
     "fx_rate": 1.2099,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), €1.2099 per £ on 2024-12-31",
     "fx_date": "2024-12-31",
     "fx_note": "year only given: rate for 1 January",
     "txt": "€120,000",
     "gbp_txt": "£99,182"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation"
   ],
   "sectors": [
    "drug discovery",
    "drug safety"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "health",
   "function": "Cambridge company that uses AI to work out why promising drugs failed on safety grounds, and then tries to rescue them.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.businessweekly.co.uk/posts/honour-for-cso-maintains-upward-trajectory-for-ignota-labs",
    "https://find-and-update.company-information.service.gov.uk/search/companies?q=ignota+labs",
    "https://find-and-update.company-information.service.gov.uk/company/13678972"
   ],
   "source_quotes": [
    {
     "url": "https://www.businessweekly.co.uk/posts/honour-for-cso-maintains-upward-trajectory-for-ignota-labs",
     "quotes": [
      "Ignota Labs rescues promising but failing drugs, bringing new life to abandoned projects and new hope to patients.\" \"Its proprietary AI platform, SAFEPATH, uses cutting-edge deep learning\" \"a seed raise of £5.5 million earlier this year\" (dated 8 July 2025)"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=ignota+labs",
     "quotes": [
      "IGNOTA LABS LIMITED\" \"13678972\" \"14 October 2021\" \"St Johns Innovation Centre, Cowley Road, Cambridge, England, CB4 0WS"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/13678972",
     "quotes": [
      "IGNOTA LABS LIMITED",
      "Active",
      "14 October 2021",
      "ABSOLUTEAI LTD\" \"14 Oct 2021 - 11 Apr 2024"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB4 0WS)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "Sanofi"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-023",
   "name": "OutSee",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Raised £1.8m in seed funding led by Ahren Innovation Capital, reported 24 June 2025. Companies House shows OUTSEE LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "University of Cambridge spin-out that uses AI to predict disease from a single genome to find new drug targets.",
   "description": "OutSee is a University of Cambridge spin-out that describes itself as a drug discovery company using an AI-based predictive genomics approach to find drug targets. Its Nomaly technology predicts disease and traits directly from a single genome. In June 2025 it raised £1.8m in seed funding led by Ahren Innovation Capital, with Kadmos Capital, Empirical Ventures and Panacea Ventures. Julian Gough is founder and chief executive.",
   "uk_status": "uk",
   "company": {
    "ch_number": "14388773",
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "14388773",
    "from_round2": true,
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/14388773",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge",
    "postcode": "CB1 2JH",
    "lat": 52.194361,
    "lng": 0.135318,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Julian Gough",
     "role": "Founder and CEO",
     "from": null,
     "source": "https://www.uktech.news/medtech/outsee-raises-1-8m-seed-funding-20250624"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 1800000,
     "currency": "GBP",
     "date": "2025-06-24",
     "detail": "seed led by Ahren Innovation Capital",
     "raw": "funding_round: 1800000 GBP 2025-06-24 — seed led by Ahren Innovation Capital",
     "amount_gbp": 1800000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£1.8m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation"
   ],
   "sectors": [
    "drug discovery",
    "genomics"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "health",
   "function": "University of Cambridge spin-out that uses AI to predict disease from a single genome to find new drug targets.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/medtech/outsee-raises-1-8m-seed-funding-20250624",
    "https://find-and-update.company-information.service.gov.uk/search?q=outsee",
    "https://www.uktech.news/medtech/outsee-raises-1-8m-seed-funding-20250624",
    "https://find-and-update.company-information.service.gov.uk/company/14388773"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/medtech/outsee-raises-1-8m-seed-funding-20250624",
     "quotes": [
      "University of Cambridge spinout OutSee\" \"a drug discovery company pioneering an AI-based predictive genomics approach to target discovery."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search?q=outsee",
     "quotes": [
      "OUTSEE LIMITED",
      "14388773",
      "Incorporated on 30 September 2022",
      "C/O Wework, 50-60 Station Road, Cambridge, England, CB1 2JH"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/medtech/outsee-raises-1-8m-seed-funding-20250624",
     "quotes": [
      "University of Cambridge spinout OutSee\" (24 Jun 2025)"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/14388773",
     "quotes": [
      "OUTSEE LIMITED | Company number 14388773 | Active"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "spun_out_of",
     "id": "UNI:cambridge",
     "name": "Universities: cambridge",
     "page": "universities",
     "href": "https://hazy-wreath-hez6.here.now/cambridge/",
     "page_label": "UK Universities AI Universe (new tab)"
    }
   ],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    },
    {
     "kind": "funded_by",
     "name": "Ahren Innovation Capital"
    },
    {
     "kind": "funded_by",
     "name": "Kadmos Capital"
    },
    {
     "kind": "funded_by",
     "name": "Empirical Ventures"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-024",
   "name": "Scalpel AI",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Closed a £3.8m round led by Mercia Ventures with Tensor Ventures, reported 31 October 2024; no later page opened. Companies House shows SCALPEL LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "Essex company whose AI identifies and tracks surgical instruments to prevent errors in operating theatres.",
   "description": "Scalpel AI was founded in 2017 by two doctors who had seen critical errors caused by mismanaged surgical tools. The Essex-based company has built technology to identify and track the performance of surgical instruments. In October 2024 it closed a £3.8m round led by Mercia Ventures with Tensor Ventures. Yeshwanth Pulijala is co-founder and chief executive; Shahnawaz Ahmed is co-founder and chief technology officer. A company named Scalpel Limited, incorporated in November 2017 with an Ingatestone, Essex address, appears on Companies House; the match is likely but not confirmed.",
   "uk_status": "uk",
   "company": {
    "ch_number": "11077030",
    "registered_office": "46-54 High Street, Ingatestone, Essex, United Kingdom, CM4 9DW",
    "incorporated": "2017-11-22",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "11077030",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/11077030",
    "ch_note": null
   },
   "place": {
    "text": "Essex",
    "postcode": "CM4 9DW",
    "lat": 51.671339,
    "lng": 0.385829,
    "region": "England: East of England",
    "admin_district": "Brentwood",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Yeshwanth Pulijala",
     "role": "Co-founder and CEO",
     "from": "2017",
     "source": "https://www.uktech.news/medtech/ai-surgery-startup-scalpel-raises-3-8m-20241031"
    },
    {
     "name": "Shahnawaz Ahmed",
     "role": "Co-founder and CTO",
     "from": "2017",
     "source": null
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 3800000,
     "currency": "GBP",
     "date": "2024-10-31",
     "detail": "led by Mercia Ventures, with Tensor Ventures",
     "raw": "funding_round: 3800000 GBP 2024-10-31 — led by Mercia Ventures, with Tensor Ventures",
     "amount_gbp": 3800000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£3.8m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems",
    "AI implementation"
   ],
   "sectors": [
    "surgery",
    "hospital operations"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": [
    {
     "from": "Companies House check, 29 Oct 2026",
     "field": "company.ch_number",
     "text": "company.ch_number → 11077030 (match confirmed: Yeshwanth Pulijala, director from 22 June 2018, and Shahnawaz Ahmed, director from 15 May 2019, are the co-founders named in the record; remove \"likely match, unconfirmed\")"
    }
   ],
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "health",
   "function": "Essex company whose AI identifies and tracks surgical instruments to prevent errors in operating theatres.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/medtech/ai-surgery-startup-scalpel-raises-3-8m-20241031",
    "https://find-and-update.company-information.service.gov.uk/search/companies?q=scalpel+ai",
    "https://find-and-update.company-information.service.gov.uk/company/11077030",
    "https://find-and-update.company-information.service.gov.uk/company/11077030/officers"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/medtech/ai-surgery-startup-scalpel-raises-3-8m-20241031",
     "quotes": [
      "The Essex-based company has developed technology to identify and track the performance of surgical instruments.\" \"The funding round was led by Mercia Ventures and included participation from Tensor Ventures.\" \"Scalpel AI was founded in 2017 by two doctors"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=scalpel+ai",
     "quotes": [
      "SCALPEL LIMITED\" \"11077030\" \"22 November 2017\" \"46-54 High Street, Ingatestone, Essex"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/11077030",
     "quotes": [
      "SCALPEL LIMITED",
      "46-54 High Street, Ingatestone, Essex, United Kingdom, CM4 9DW",
      "Active",
      "22 November 2017"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/11077030/officers",
     "quotes": [
      "PULIJALA, Yeshwanth: Director, appointed 22 June 2018",
      "AHMED, Shahnawaz: Director, appointed 15 May 2019",
      "MERICA FUND MANAGEMENT (NOMINEES) LIMITED: Director, appointed 17 September 2025\" (as returned by the fetch tool; the name is probably \"MERCIA\")"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems",
    "AI implementation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Essex",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-205",
     "name": "Mercia (Mercia Ventures, Mercia Asset Management PLC)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-205",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Mercia Ventures"
    },
    {
     "kind": "funded_by",
     "name": "Tensor Ventures"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-025",
   "name": "Shift Bioscience",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Closed a US$16m (£12.2m) seed round led by BGF, with F-Prime Capital, Kindred Capital and Jonathan Milner, reported 15 October 2024; no later page opened. Companies House shows SHIFT BIOSCIENCE LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge company using generative AI to find genes that could make ageing cells young again, as a route to treating age-related disease.",
   "description": "Shift Bioscience was founded in 2017 by Daniel Ives, its chief executive, who previously worked at the Francis Crick Institute. It uses generative AI models to understand how activating certain genes could rejuvenate cells and address age-related illness. In October 2024 it closed a US$16m seed round led by the Business Growth Fund (BGF). Its Companies House record could not be opened in this session. [Labs Round 7, 30 Oct 2026] key_facts: Chief executive Daniel Ives; seed led by BGF with F-Prime Capital, Kindred Capital and Abcam founder Jonathan Milner (who joined the board) [Labs Round 7, 30 Oct 2026] Listed on Labs (Biology): Cambridge company (founded 2017) whose generative AI cell-simulation platform predicts which gene sets can safely rejuvenate cells; $16m seed 2024-10-15 already on site (DEAL-SU-HLT-034) [Labs Round 8, 31 Oct 2026] research_focus: AI virtual cells that predict cells' gene-activity response to switching genes on or off; first screens in fibrosis [Labs Round 8, 31 Oct 2026] research_leads: Brendan Swain — CSO and founder [Labs Round 8, 31 Oct 2026] chief_executive: Daniel Ives — CEO (as of 2024-10-15) [Labs Round 8, 31 Oct 2026] founded: 2017; Cambridge, UK (founding year stated in article body) [Labs Round 8, 31 Oct 2026] news: 2025-11-11 — earlier press release on a metric calibration framework for genetic perturbation modelling (cited in the 2026-10-05 release)",
   "uk_status": "uk",
   "company": {
    "ch_number": "10793871",
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "10793871",
    "from_round2": true,
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/10793871",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge",
    "postcode": "CB1 2LA",
    "lat": 52.194995,
    "lng": 0.134061,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Daniel Ives",
     "role": "Founder and CEO",
     "from": "2017",
     "source": "https://www.uktech.news/ai/shift-bioscience-gen-ai-reverse-ageing-20241015"
    },
    {
     "name": "Daniel Ives",
     "role": "chief executive",
     "from": null,
     "source": "https://www.uktech.news/ai/shift-bioscience-gen-ai-reverse-ageing-20241015",
     "round4": true
    },
    {
     "name": "Brendan Swain",
     "role": "CSO and founder",
     "from": null,
     "source": "https://www.scientistlive.com/new-research-from-shift-bioscience-increases-confidence-in-ai-virtual-cells-for-novel-target-discovery/",
     "round4": true
    },
    {
     "name": "Daniel Ives",
     "role": "CEO",
     "from": "as of 2024-10-15",
     "source": "https://www.uktech.news/ai/shift-bioscience-gen-ai-reverse-ageing-20241015",
     "round4": true
    },
    {
     "name": "Laurence Reid",
     "role": "non-executive director",
     "from": "2025-03-11",
     "source": "https://www.businesswire.com/news/home/20250311855995/en/Shift-Bioscience-Announces-Key-Appointments-to-Advance-Rejuvenation-Therapeutics-Pipeline",
     "round4": true
    },
    {
     "name": "Jill Reckless",
     "role": "Translation Advisor",
     "from": "2025-03-11",
     "source": "https://www.businesswire.com/news/home/20250311855995/en/Shift-Bioscience-Announces-Key-Appointments-to-Advance-Rejuvenation-Therapeutics-Pipeline",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 16000000,
     "currency": "USD",
     "date": "2024-10-15",
     "detail": "seed led by BGF, with F-Prime Capital, Kindred Capital and Jonathan Milner",
     "raw": "funding_round: 16000000 USD 2024-10-15 — seed led by BGF, with F-Prime Capital, Kindred Capital and Jonathan Milner",
     "amount_gbp": 12219337,
     "fx_rate": 1.3094,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3094 per £ on 2024-10-15",
     "fx_date": "2024-10-15",
     "fx_note": "",
     "txt": "US$16m",
     "gbp_txt": "£12.2m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation",
    "AI development and training"
   ],
   "sectors": [
    "drug discovery",
    "ageing biology"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "health",
   "function": "Cambridge company using generative AI to find genes that could make ageing cells young again, as a route to treating age-related disease.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/ai/shift-bioscience-gen-ai-reverse-ageing-20241015",
    "https://find-and-update.company-information.service.gov.uk/company/10793871",
    "https://find-and-update.company-information.service.gov.uk/company/10793871/officers",
    "https://www.financialcontent.com/article/bizwire-2026-10-5-shift-bioscience-publication-increases-confidence-in-ai-virtual-cells-for-novel-target-discovery",
    "https://tech.eu/2024/10/15/shift-bioscience-raises-ps125m-to-advance-ai-driven-ageing-research/",
    "https://www.shiftbioscience.com/news/shift-bioscience-identifies-novel-single-gene-target",
    "https://www.businesswire.com/news/home/20250311855995/en/Shift-Bioscience-Announces-Key-Appointments-to-Advance-Rejuvenation-Therapeutics-Pipeline",
    "https://shiftbioscience.com/news/"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/ai/shift-bioscience-gen-ai-reverse-ageing-20241015",
     "quotes": [
      "a Cambridge-based health tech startup\" \"closed a $16m (£12.2m) seed funding round\" \"The BGF-led round included participation from F-Prime Capital, Kindred Capital and Abcam founder Jonathan Milner."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10793871",
     "quotes": [
      "SHIFT BIOSCIENCE LIMITED\" \"Salisbury House, Station Road, Cambridge, United Kingdom, CB1 2LA\" \"Active\" \"30 May 2017\" \"NEXTNEURAL LIMITED (30 May 2017 - 04 Oct 2017)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10793871/officers",
     "quotes": [
      "IVES, Daniel Jeremy, Dr\" Director \"30 May 2017",
      "MILNER, Jonathan Simon, Dr\" Director \"11 June 2024"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.financialcontent.com/article/bizwire-2026-10-5-shift-bioscience-publication-increases-confidence-in-ai-virtual-cells-for-novel-target-discovery",
     "quotes": [
      "are designed to predict how cells respond at a transcriptomic level to genetic interventions"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://tech.eu/2024/10/15/shift-bioscience-raises-ps125m-to-advance-ai-driven-ageing-research/",
     "quotes": [
      "(trade) — \"Our technology is addressing the current limitations of cellular reprogramming for treatment of age-related illnesses,"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.shiftbioscience.com/news/shift-bioscience-identifies-novel-single-gene-target",
     "quotes": [
      "SB000 is well positioned as a target for safer, next-generation cell rejuvenation therapeutics"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.businesswire.com/news/home/20250311855995/en/Shift-Bioscience-Announces-Key-Appointments-to-Advance-Rejuvenation-Therapeutics-Pipeline",
     "quotes": [
      "Shift's technology has clear potential to address this crucial gap"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://shiftbioscience.com/news/",
     "quotes": [
      "timeline entries \"May 2017\" (founding by Dr Daniel Ives) and \"July 2017\" (initial seed); no verbatim sentence captured"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation",
    "AI development and training"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-026",
     "name": "Kindred Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-026",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-LAB-14089",
     "name": "Shift Bioscience virtual cell and cell-ageing clock platform (SB000 discovery)",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-14089",
     "page_label": "Labs"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "BGF"
    },
    {
     "kind": "funded_by",
     "name": "F-Prime Capital"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-037",
   "name": "Healx",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Raised a US$47m (£37m) Series C led by R42 Group and Atomico, reported 2 August 2024, to take HLX-1502 into a phase 2 trial; no later page opened. Companies House shows HEALX LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge company that uses AI to find treatments for rare diseases and runs its own clinical trials.",
   "description": "Healx was founded in 2014 and is based in Cambridge. It uses AI to search for treatments for rare diseases, letting machine learning choose both drugs and targets. In August 2024 it announced a US$47m Series C led by R42 Group and Atomico, to take its HLX-1502 programme into a phase 2 trial, which had US FDA approval. Tim Guilliams is co-founder and chief executive. Its company is registered on Hills Road, Cambridge. [Labs Round 8, 31 Oct 2026] what_it_does: Describes itself as an AI-native rare-disease drug company, from discovery to clinic [Labs Round 8, 31 Oct 2026] status_now: Lead candidate HLX-1502 (neurofibromatosis); FDA approved the trial and a Phase 2 start was planned by December 2024 (as of 2024-08-02) [Labs Round 8, 31 Oct 2026] Listed on Labs (Drug discovery): builds its own generative AI drug-discovery engine for rare diseases",
   "uk_status": "uk",
   "company": {
    "ch_number": "09018507",
    "registered_office": "3rd Floor Charter House, 66-68 Hills Road, Cambridge, England, CB2 1LA",
    "incorporated": "2014-04-30",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "09018507",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/09018507",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB2 1LA)",
    "postcode": "CB2 1LA",
    "lat": 52.196862,
    "lng": 0.129263,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Tim Guilliams",
     "role": "Co-founder and CEO",
     "from": "2014",
     "source": "https://www.uktech.news/medtech/healx-series-c-round-20240802"
    },
    {
     "name": "Tim Guilliams",
     "role": "Co-founder and CEO",
     "from": "as of 2024-08-02",
     "source": "https://www.uktech.news/medtech/healx-series-c-round-20240802",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 47000000,
     "currency": "USD",
     "date": "2024-08-02",
     "detail": "Series C led by R42 Group and Atomico",
     "raw": "funding_round: 47000000 USD 2024-08-02 — Series C led by R42 Group and Atomico",
     "amount_gbp": 36698680,
     "fx_rate": 1.2807,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.2807 per £ on 2024-08-02",
     "fx_date": "2024-08-02",
     "fx_note": "",
     "txt": "US$47m",
     "gbp_txt": "£36.7m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation"
   ],
   "sectors": [
    "drug discovery",
    "rare diseases"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": "biz-healx",
   "type": "Companies",
   "category": "health",
   "function": "Cambridge company that uses AI to find treatments for rare diseases and runs its own clinical trials.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/medtech/healx-series-c-round-20240802",
    "https://find-and-update.company-information.service.gov.uk/search/companies?q=healx",
    "https://sifted.eu/articles/ai-drug-discovery-startups",
    "https://find-and-update.company-information.service.gov.uk/company/09018507",
    "https://healx.ai/"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/medtech/healx-series-c-round-20240802",
     "quotes": [
      "Cambridge-based drug discovery startup Healx\" \"$47m (£37m) Series C funding round\" \"led by R42 Group and Atomico\" \"Founded in 2014"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=healx",
     "quotes": [
      "HEALX LIMITED (previously HEALX3 LIMITED)\" \"09018507\" \"30 April 2014"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://sifted.eu/articles/ai-drug-discovery-startups",
     "quotes": [
      "Healx aims to remove this bias by entrusting the selection of both drugs and their targets to machine learning algorithms."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/09018507",
     "quotes": [
      "HEALX LIMITED\" \"3rd Floor Charter House, 66-68 Hills Road, Cambridge, England, CB2 1LA\" \"Active\" \"30 April 2014\" \"HEALX3 LIMITED"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://healx.ai/",
     "quotes": [
      "Building the world's first AI-native rare disease pharma."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB2 1LA)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-010",
     "name": "Balderton Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-010",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-011",
     "name": "Atomico",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-011",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "R42 Group"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-039",
   "name": "ieso",
   "bucket": "co",
   "status": "active",
   "status_date": "2021-11-23",
   "status_detail": "Raised a US$53m Series B led by Morningside, reported 23 November 2021; current status not confirmed on a 2025 or 2026 page.",
   "one_line": "Cambridge digital mental health company offering typed online therapy to NHS patients and building AI therapy tools from that data.",
   "description": "ieso is a Cambridge-based digital mental healthcare company. In November 2021 it raised a US$53m Series B led by Morningside, with Sony Innovation Fund and existing shareholders IP Group, Molten Ventures and Ananda Impact Ventures, taking total funding to US$77.9m, to develop autonomous therapy systems. Nigel Pitchford was chief executive at that date. No later page was opened, so its position on 29 October 2026 is not confirmed.",
   "uk_status": "uk",
   "company": {
    "ch_number": "04063351",
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "04063351",
    "from_round2": true,
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/04063351",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge",
    "postcode": "CB4 0DS",
    "lat": 52.234255,
    "lng": 0.151849,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Nigel Pitchford",
     "role": "CEO (as of November 2021)",
     "from": null,
     "source": "https://tech.eu/2021/11/23/addressing-mental-health-with-digital-therapeutics-ieso-raises-53-million/"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 53000000,
     "currency": "USD",
     "date": "2021-11-23",
     "detail": "Series B led by Morningside; total raised US$77.9m",
     "raw": "funding_round: 53000000 USD 2021-11-23 — Series B led by Morningside; total raised US$77.9m",
     "amount_gbp": 39640987,
     "fx_rate": 1.337,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.337 per £ on 2021-11-23",
     "fx_date": "2021-11-23",
     "fx_note": "",
     "txt": "US$53m",
     "gbp_txt": "£39.6m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Natural language applications",
    "AI implementation"
   ],
   "sectors": [
    "mental health"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": "biz-ieso",
   "type": "Companies",
   "category": "health",
   "function": "Cambridge digital mental health company offering typed online therapy to NHS patients and building AI therapy tools from that data.",
   "affiliation": "Start-ups",
   "sources": [
    "https://tech.eu/2021/11/23/addressing-mental-health-with-digital-therapeutics-ieso-raises-53-million/",
    "https://find-and-update.company-information.service.gov.uk/company/04063351"
   ],
   "source_quotes": [
    {
     "url": "https://tech.eu/2021/11/23/addressing-mental-health-with-digital-therapeutics-ieso-raises-53-million/",
     "quotes": [
      "Cambridge-based digital mental healthcare ieso has raised $53 million in a Series B funding round.\" \"The funding will be used to develop autonomous therapy systems.\" \"In total, the startup has raised $77.9 million."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/04063351",
     "quotes": [
      "IESO DIGITAL HEALTH LIMITED",
      "Active",
      "1 September 2000",
      "PSYCHOLOGYONLINE.CO.UK LIMITED"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Natural language applications",
    "AI implementation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-008",
     "name": "IP Group",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-008",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Morningside"
    },
    {
     "kind": "funded_by",
     "name": "Sony Innovation Fund"
    },
    {
     "kind": "funded_by",
     "name": "Molten Ventures"
    },
    {
     "kind": "supplies",
     "name": "NHS"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-055",
   "name": "Kuano",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Mercia Ventures led a £1.8m seed round, reported 13 September 2023; no later page opened. Companies House shows KUANO LTD as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge start-up combining AI and quantum simulation of enzymes to design drugs.",
   "description": "Kuano was co-founded in 2020 by Jarryl D'Oyley, Parminder Ruprah, David Wright and Vid Stojevic, who is chief executive. Its quantum simulation platform lets scientists view enzymes in their dynamic state, and it uses AI to estimate the ideal form of a drug. In September 2023 Mercia Ventures led a £1.8m seed round. Companies House record not confirmed. [Round 4, 30 Oct 2026] LABS: Combines quantum simulation of enzymes with AI tools to design drugs that target specific enzymes. [Labs Round 7, 30 Oct 2026] founders: Vid Stojevic — co-founder and chief executive; co-founders Jarryl D'Oyley, Parminder Ruprah, David Wright; founded 2020 (UKTN 2021: March 2020) [Labs Round 7, 30 Oct 2026] rounds: £1m seed (2021-07-08) from ACF Investors, o2h Ventures and Cambridge angels; £1.8m seed (2023-09-13) led by Mercia Ventures with ACF Investors, Ascension Ventures, o2h Ventures, Meltwind Advisory [Labs Round 7, 30 Oct 2026] partners: Alzheimer's Research UK UCL Drug Discovery Institute research collaboration (2021) [Labs Round 8, 31 Oct 2026] news: 2026-09-01 — \"Kuano demonstrates its agent-supported platform in Singapore\" [Labs Round 8, 31 Oct 2026] news: 2026-05-15 — \"From discussion to demonstration: agentic AI in drug discovery\" (Kuano-hosted event) [Labs Round 8, 31 Oct 2026] news: 2024-08-30 — \"Kuano makes significant strides towards novel bowel cancer therapy\" [Labs Round 8, 31 Oct 2026] uk_government_links: Innovate UK grants: 2020-06-25 and 2023-01-09 (\"design a new generation of cancer drugs\") [Labs Round 8, 31 Oct 2026] chief_executive: Vid Stojevic — CEO (as of 2023-12-15)",
   "uk_status": "uk",
   "company": {
    "ch_number": "12466186",
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "12466186",
    "from_round2": true,
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/12466186",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge",
    "postcode": "CB22 5HX",
    "lat": 52.153615,
    "lng": 0.091763,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Vid Stojevic",
     "role": "Co-founder and CEO",
     "from": "2020",
     "source": "https://www.uktech.news/medtech/kuano-seed-20230913"
    },
    {
     "name": "Vid Stojevic",
     "role": "co-founder and CEO",
     "from": null,
     "source": "https://tech.eu/2023/09/12/kuano-raises1-8m-for-drug-discovery/",
     "round4": true
    },
    {
     "name": "Vid Stojevic",
     "role": "co-founder and chief executive",
     "from": null,
     "source": "https://www.uktech.news/medtech/kuano-seed-20230913",
     "round4": true
    },
    {
     "name": "Vid Stojevic",
     "role": "CEO",
     "from": "as of 2023-12-15",
     "source": "https://www.kuano.ai/news/older/",
     "round4": true
    },
    {
     "name": "Ted Witek",
     "role": "Board director",
     "from": "2024-02-20",
     "source": "https://www.kuano.ai/news/older/",
     "round4": true
    },
    {
     "name": "Cat Stace",
     "role": "EVP Business Development",
     "from": "2024-02-29",
     "source": "https://www.kuano.ai/news/older/",
     "round4": true
    },
    {
     "name": "David Barrett",
     "role": "Scientific Advisory Board member",
     "from": "2024-05-10",
     "source": "https://www.kuano.ai/news/older/",
     "round4": true
    },
    {
     "name": "David Wright",
     "role": "CTO and co-founder",
     "from": null,
     "source": "https://www.kuano.ai/people",
     "round4": true
    },
    {
     "name": "Antonio Benedetti",
     "role": "Executive Chairman",
     "from": "2022-07-13",
     "source": "https://www.kuano.ai/news/older/",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 1800000,
     "currency": "GBP",
     "date": "2023-09-13",
     "detail": "seed led by Mercia Ventures",
     "raw": "funding_round: 1800000 GBP 2023-09-13 — seed led by Mercia Ventures",
     "amount_gbp": 1800000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£1.8m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation"
   ],
   "sectors": [
    "drug discovery",
    "quantum simulation"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "health",
   "function": "Cambridge start-up combining AI and quantum simulation of enzymes to design drugs.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/medtech/kuano-seed-20230913",
    "https://find-and-update.company-information.service.gov.uk/company/12466186",
    "https://find-and-update.company-information.service.gov.uk/company/12466186/officers",
    "https://tech.eu/2023/09/12/kuano-raises1-8m-for-drug-discovery/",
    "https://www.uktech.news/ai/uk-biotech-startup-kuano-lands-1m-for-ai-driven-drug-discovery-20210707",
    "https://www.kuano.ai/news/",
    "https://www.kuano.ai/news/older/",
    "https://www.kuano.ai/news/we-are-delighted-to-announce-the-close-of-our-18m-seed-funding-round-to-accelerate-our-quantum-based-drug-discovery",
    "https://www.kuano.ai/about/"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/medtech/kuano-seed-20230913",
     "quotes": [
      "Cambridge-based AI drug-finding startup Kuano.\" \"Mercia Ventures has led a £1.8m seed financing round."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/12466186",
     "quotes": [
      "KUANO LTD\" \"Hauxton House, Mill Scitech Park, Mill Lane, Cambridge, England, CB22 5HX\" \"Active\" \"17 February 2020"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/12466186/officers",
     "quotes": [
      "STOJEVIC, Vid\" Director appointed \"17 February 2020\" (active)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://tech.eu/2023/09/12/kuano-raises1-8m-for-drug-discovery/",
     "quotes": [
      "Our platform creates a 'quantum lens' that reveals the difference between enzymes"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/ai/uk-biotech-startup-kuano-lands-1m-for-ai-driven-drug-discovery-20210707",
     "quotes": [
      "quantum physics, artificial intelligence (AI) and medicinal chemistry"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.kuano.ai/news/",
     "quotes": [
      "Kuano demonstrates its agent-supported platform in Singapore"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.kuano.ai/news/older/",
     "quotes": [
      "Kuano makes significant strides towards novel bowel cancer therapy"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.kuano.ai/news/we-are-delighted-to-announce-the-close-of-our-18m-seed-funding-round-to-accelerate-our-quantum-based-drug-discovery",
     "quotes": [
      "further validation of Kuano's quantum simulation platform"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.kuano.ai/about/",
     "quotes": [
      "connects quantum chemistry, molecular simulation and molecular design"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: funds",
     "id": "BIZ-INV-205",
     "name": "Mercia (Mercia Ventures, Mercia Asset Management PLC)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-205",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-205",
     "name": "Mercia (Mercia Ventures, Mercia Asset Management PLC)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-205",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Mercia Ventures"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-IND-002",
   "name": "Five AI",
   "bucket": "co",
   "status": "acquired",
   "status_date": "2022-04-12",
   "status_detail": "Bosch announced on 12 April 2022 that it was buying Five for an undisclosed amount; the UK company Five AI Limited remains active at a Cambridge address.",
   "one_line": "Built software to develop and test self-driving car systems; bought by the German engineering group Bosch in 2022.",
   "description": "Five was founded in Cambridge in 2016 and built AI-based autonomous driving software, combining cloud software, safety assurance, robotics and machine learning, with tools to help engineers build and test driving software. Its chief executive at the time of sale was Stan Boland. On 12 April 2022 Bosch said it was buying the company, which then employed 140 people at six locations; financial details were not disclosed. The UK company is still registered and active in Cambridge. [Round 4, 30 Oct 2026] programme: Lead of CCAV project StreetWise (2018 CCAV project list) [Labs Round 8, 31 Oct 2026] news: 2026-08-20 — Bosch's Five AI secures UK Government funding through the CAM Pathfinder programme for AV simulation work — https://www.automotiveworld.com/news/boschs-five-ai-gets-uk-funding-for-av-simulation-work/ [Labs Round 8, 31 Oct 2026] Listed on Labs (Autonomous driving): reason: builds its own AV simulation tool using Gaussian scene reconstruction and diffusion-based AI; Bosch subsidiary in Cambridge",
   "uk_status": "uk",
   "company": {
    "ch_number": "10423075",
    "registered_office": "Fora, 20 Station Road, Cambridge, England, CB1 2JD",
    "incorporated": "2016-10-12",
    "legal_form": "ltd",
    "owner_or_acquirer": "Robert Bosch GmbH (Bosch)",
    "headcount": "140, 2022-04-12, techxplore (AP)",
    "ch_number_clean": "10423075",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/10423075",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB1 2JD)",
    "postcode": "CB1 2JD",
    "lat": 52.194439,
    "lng": 0.133975,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Stan Boland",
     "role": "CEO (at acquisition, 2022)",
     "from": null,
     "source": "https://tech.eu/2022/04/12/bosch-goes-for-a-drive-shifts-into-overdrive-and-acquires-five/"
    },
    {
     "name": "Dave Buffey",
     "role": "Head of Bosch Mobility UK",
     "from": null,
     "source": "https://www.automotiveworld.com/news/boschs-five-ai-gets-uk-funding-for-av-simulation-work/",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Autonomous and agent systems",
    "AI security and assurance"
   ],
   "sectors": [
    "autonomous vehicles",
    "automotive software"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": "biz-five-ai",
   "type": "Companies",
   "category": "industry",
   "function": "Built software to develop and test self-driving car systems; bought by the German engineering group Bosch in 2022.",
   "affiliation": "Start-ups",
   "sources": [
    "https://techxplore.com/news/2022-04-germany-bosch-british-automated-startup.html",
    "https://tech.eu/2022/04/12/bosch-goes-for-a-drive-shifts-into-overdrive-and-acquires-five/",
    "https://find-and-update.company-information.service.gov.uk/company/10423075",
    "https://find-and-update.company-information.service.gov.uk/company/10423075/persons-with-significant-control",
    "https://assets.publishing.service.gov.uk/media/5b8d327840f0b67daf8069fd/ccav-research-and-development-projects.pdf",
    "https://www.automotiveworld.com/news/boschs-five-ai-gets-uk-funding-for-av-simulation-work/"
   ],
   "source_quotes": [
    {
     "url": "https://techxplore.com/news/2022-04-germany-bosch-british-automated-startup.html",
     "quotes": [
      "Germany's Bosch buys British automated driving startup Five",
      "based in Cambridge",
      "employs 140 people at six locations",
      "an undisclosed amount"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://tech.eu/2022/04/12/bosch-goes-for-a-drive-shifts-into-overdrive-and-acquires-five/",
     "quotes": [
      "The financial details of the acquisition were not disclosed."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10423075",
     "quotes": [
      "FIVE AI LIMITED\" \"Fora, 20 Station Road, Cambridge, England, CB1 2JD\" \"Active\" \"12 October 2016"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10423075/persons-with-significant-control",
     "quotes": [
      "Five Ai Inc",
      "Ownership of shares – 75% or more",
      "notified \"12 October 2016",
      "ceased \"27 June 2022",
      "statement from 5 July 2022: \"The company knows or has reasonable cause to believe that there is no registrable person"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://assets.publishing.service.gov.uk/media/5b8d327840f0b67daf8069fd/ccav-research-and-development-projects.pdf",
     "quotes": [
      "a company specialising in perception and artificial intelligence technologies"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.automotiveworld.com/news/boschs-five-ai-gets-uk-funding-for-av-simulation-work/",
     "quotes": [
      "Five AI has been developing simulation software for automotive manufacturers since 2015."
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Autonomous and agent systems",
    "AI security and assurance"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB1 2JD)",
   "status_group": "acquired",
   "ext_links": [],
   "label_links": [
    {
     "kind": "acquired_by",
     "name": "Bosch"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-IND-005",
   "name": "Dogtooth Technologies",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-07-01",
   "status_detail": "Raised over £14m in growth capital in July 2026 to scale commercial use of its fruit-picking robots, as reported by UKTN (exact day not given).",
   "one_line": "Makes robots that use AI to pick soft fruit such as strawberries on farms.",
   "description": "Dogtooth Technologies is a Cambridgeshire agricultural technology company, incorporated in June 2014, with its registered office at Melbourn near Royston. UKTN described it in August 2026 as a Cambridge-based agtech start-up scaling commercial deployment of AI-powered fruit-harvesting robots, after raising over £14m in growth capital in July 2026. [Round 4, 30 Oct 2026] CHIPS & HARDWARE: Cambridge company building \"embodied AI\" robots that use computer vision and precise grippers to harvest fruit; raised over £14m in July 2026. [Round 4, 30 Oct 2026] partnership: Partner in Defra Farming Innovation Programme project Agri-Opencore, led by APS Produce (over £3.8m)",
   "uk_status": "uk",
   "company": {
    "ch_number": "09079342",
    "registered_office": "Millside The Moor, Melbourn, Royston, Cambridgeshire, England, SG8 6ED",
    "incorporated": "2014-06-10",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "09079342",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/09079342",
    "ch_note": null
   },
   "place": {
    "text": "Melbourn, Royston, Cambridgeshire (SG8 6ED)",
    "postcode": "SG8 6ED",
    "lat": 52.088345,
    "lng": 0.018876,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Duncan Robertson",
     "role": "CEO",
     "from": null,
     "source": "https://www.uktech.news/agtech/cambridge-ai-robotics-group-dogtooth-scores-14m-investment-20260708",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 14000000,
     "currency": "GBP",
     "date": "2026-07",
     "detail": "\"over £14m\" growth capital (day not given)",
     "raw": "funding_round: 14000000 GBP 2026-07 — \"over £14m\" growth capital (day not given)",
     "amount_gbp": 14000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£14m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems",
    "Autonomous and agent systems"
   ],
   "sectors": [
    "agriculture",
    "robotics"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "industry",
   "function": "Makes robots that use AI to pick soft fruit such as strawberries on farms.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/funding/robotics-funding-for-2026-reaches-almost-190m-as-cambridge-leads-the-way-20260824",
    "https://find-and-update.company-information.service.gov.uk/company/09079342",
    "https://www.uktech.news/agtech/cambridge-ai-robotics-group-dogtooth-scores-14m-investment-20260708",
    "https://www.gov.uk/government/news/913-million-awarded-to-develop-cutting-edge-farming-technology"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/funding/robotics-funding-for-2026-reaches-almost-190m-as-cambridge-leads-the-way-20260824",
     "quotes": [
      "Cambridge-based agtech startup",
      "AI-powered fruit-harvesting robots",
      "over £14m in growth capital"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/09079342",
     "quotes": [
      "DOGTOOTH TECHNOLOGIES LIMITED\" \"Active\" \"10 June 2014\" \"71129 - Other engineering activities"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/agtech/cambridge-ai-robotics-group-dogtooth-scores-14m-investment-20260708",
     "quotes": [
      "The technology allows machines to identify and harvest delicate crops without damaging them."
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/913-million-awarded-to-develop-cutting-edge-farming-technology",
     "quotes": [
      "create the world's first open development platform (software and hardware) for agri-robotic crop harvesting"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems",
    "Autonomous and agent systems"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Melbourn, Royston, Cambridgeshire (SG8 6ED)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2005",
     "name": "24Haymarket",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2005",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2005",
     "name": "24Haymarket",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2005",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2009",
     "name": "ACF Investors",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2009",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2009",
     "name": "ACF Investors",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2009",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2088",
     "name": "EMV Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2088",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2088",
     "name": "EMV Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2088",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2135",
     "name": "Innovate UK",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2135",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2135",
     "name": "Innovate UK",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2135",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2152",
     "name": "Kineo Finance",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2152",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2152",
     "name": "Kineo Finance",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2152",
     "page_label": "Investors"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-IND-014",
   "name": "Matta",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Closed a US$14m (£10.5m) seed round led by Lakestar and Giant Ventures, reported 12 December 2025. Companies House shows MATTA LABS LTD as Active (checked 31 Oct 2026).",
   "one_line": "Makes AI that watches factory production lines to find defects and trace their causes early.",
   "description": "Matta is an industrial AI start-up described by UKTN as a Cambridge spin-out. Its technology gives factories insight into production lines, detects defects and traces their route so problems can be fixed early; it says it aims to build \"sentient factories\". On 12 December 2025 UKTN reported a US$14m seed led by Lakestar and Giant Ventures with RedSeed VC, InMotion Ventures, 1st Kind, Unruly Capital and Boost VC, plus grant support from Innovate UK and the Royal Academy of Engineering. Doug Brion leads the company. Companies House record not confirmed.",
   "uk_status": "uk",
   "company": {
    "ch_number": "13452862",
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "13452862",
    "from_round2": true,
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/13452862",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (described as a Cambridge spin-out)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Doug Brion",
     "role": "head of company (described as Matta's \"boss\")",
     "from": null,
     "source": "https://www.uktech.news/ai/cambridge-spinout-building-sentient-factories-closes-seed-round-20251212"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 14000000,
     "currency": "USD",
     "date": "2025-12-12",
     "detail": "seed led by Lakestar and Giant Ventures",
     "raw": "funding_round: 14000000 USD 2025-12-12 — seed led by Lakestar and Giant Ventures",
     "amount_gbp": 10482965,
     "fx_rate": 1.3355,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3355 per £ on 2025-12-12",
     "fx_date": "2025-12-12",
     "fx_note": "",
     "txt": "US$14m",
     "gbp_txt": "£10.5m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems",
    "AI implementation"
   ],
   "sectors": [
    "manufacturing",
    "quality control"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "industry",
   "function": "Makes AI that watches factory production lines to find defects and trace their causes early.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/ai/cambridge-spinout-building-sentient-factories-closes-seed-round-20251212",
    "https://find-and-update.company-information.service.gov.uk/search/companies?q=Matta+Labs",
    "https://find-and-update.company-information.service.gov.uk/company/13452862/officers",
    "https://www.uktech.news/ai/cambridge-spinout-building-sentient-factories-closes-seed-round-20251212",
    "https://find-and-update.company-information.service.gov.uk/company/13452862"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/ai/cambridge-spinout-building-sentient-factories-closes-seed-round-20251212",
     "quotes": [
      "$14m (£10.5m)",
      "sentient factories",
      "tacit knowledge"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=Matta+Labs",
     "quotes": [
      "MATTA LABS LTD\" \"13452862\" \"Incorporated on 11 June 2021\" \"15 West Street, Brighton, England, BN1 2RL"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/13452862/officers",
     "quotes": [
      "BRION, Douglas Antony James\" Director \"11 June 2021\" (Active)",
      "PATTINSON, Sebastian William, Dr\" Director \"14 March 2023"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/ai/cambridge-spinout-building-sentient-factories-closes-seed-round-20251212",
     "quotes": [
      "headline: \"Cambridge spinout building 'sentient factories' closes seed round\" (12 Dec 2025; the body does not name the university)"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/13452862",
     "quotes": [
      "MATTA LABS LTD | Company number 13452862 | Active"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems",
    "AI implementation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (described as a Cambridge spin-out)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-074",
     "name": "Lakestar",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-074",
     "page_label": "Investors"
    },
    {
     "kind": "spun_out_of",
     "id": "UNI:cambridge",
     "name": "Universities: cambridge",
     "page": "universities",
     "href": "https://hazy-wreath-hez6.here.now/cambridge/",
     "page_label": "UK Universities AI Universe (new tab)"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2002",
     "name": "1st Kind (Peugeot family)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2002",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2002",
     "name": "1st Kind (Peugeot family)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2002",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2045",
     "name": "Boost VC",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2045",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2045",
     "name": "Boost VC",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2045",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2115",
     "name": "Giant Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2115",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2115",
     "name": "Giant Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2115",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2134",
     "name": "InMotion Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2134",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2134",
     "name": "InMotion Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2134",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2135",
     "name": "Innovate UK",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2135",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2135",
     "name": "Innovate UK",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2135",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2213",
     "name": "RedSeed VC",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2213",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2213",
     "name": "RedSeed VC",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2213",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2217",
     "name": "Royal Academy of Engineering",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2217",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2217",
     "name": "Royal Academy of Engineering",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2217",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2257",
     "name": "Unruly Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2257",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2257",
     "name": "Unruly Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2257",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: founded_by",
     "id": "BIZ-TAL-2033",
     "name": "Douglas Brion",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2033",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: works_at",
     "id": "BIZ-TAL-2033",
     "name": "Douglas Brion",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2033",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-074",
     "name": "Lakestar",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-074",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-074",
     "name": "Lakestar",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-074",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Giant Ventures"
    },
    {
     "kind": "funded_by",
     "name": "InMotion Ventures"
    },
    {
     "kind": "funded_by",
     "name": "Innovate UK"
    },
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-IND-029",
   "name": "Versatile RobotX",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-08-17",
   "status_detail": "Raised over £1m in equity from the British Design Fund and grants from Innovate UK and Defra's Farming Innovation Programme, reported 17 August 2026.",
   "one_line": "Makes AI-driven robots that handle and harvest delicate crops, offered to farms as a service.",
   "description": "Versatile RobotX is a University of Essex spin-out, incorporated in June 2024 with its registered office at the university's Wivenhoe Park campus near Colchester. Its robots combine \"embedded AI, machine vision, and robotic manipulation arms\" to automate harvesting, aimed at farm labour shortages. On 17 August 2026 UKTN reported over £1m in blended equity and grants. Its co-founders are Professor Klaus McDonald-Maier and Dr Vishwanathan Mohan. [Round 4, 30 Oct 2026] CHIPS & HARDWARE: Colchester company that builds autonomous, AI-driven robots for handling and harvesting crops; raised £1m seed in August 2026.",
   "uk_status": "uk",
   "company": {
    "ch_number": "15789824",
    "registered_office": "University Of Essex Research Enterprise Office, Wivenhoe Park, Wivenhoe, Essex, CO4 3SQ",
    "incorporated": "2024-06-20",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "15789824",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/15789824",
    "ch_note": null
   },
   "place": {
    "text": "Wivenhoe Park, Colchester (CO4 3SQ)",
    "postcode": "CO4 3SQ",
    "lat": 51.87681,
    "lng": 0.946585,
    "region": "England: East of England",
    "admin_district": "Colchester",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Professor Klaus McDonald-Maier",
     "role": "Co-founder",
     "from": null,
     "source": "https://www.uktech.news/agtech/agtech-robotics-group-versatile-robotx-raises-1m-20260817"
    },
    {
     "name": "Dr Vishwanathan Mohan",
     "role": "Co-founder",
     "from": null,
     "source": null
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 1000000,
     "currency": "GBP",
     "date": "2026-08-17",
     "detail": "\"over £1m\" blended equity (British Design Fund) and grants (Innovate UK, Defra)",
     "raw": "funding_round: 1000000 GBP 2026-08-17 — \"over £1m\" blended equity (British Design Fund) and grants (Innovate UK, Defra)",
     "amount_gbp": 1000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£1m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems",
    "Autonomous and agent systems"
   ],
   "sectors": [
    "agriculture",
    "robotics"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "industry",
   "function": "Makes AI-driven robots that handle and harvest delicate crops, offered to farms as a service.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/agtech/agtech-robotics-group-versatile-robotx-raises-1m-20260817",
    "https://find-and-update.company-information.service.gov.uk/search?q=versatile+robotx",
    "https://find-and-update.company-information.service.gov.uk/company/15789824",
    "https://www.uktech.news/funding/uk-tech-funding-roundup-this-weeks-deals-from-callosum-to-economad-20260821"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/agtech/agtech-robotics-group-versatile-robotx-raises-1m-20260817",
     "quotes": [
      "over £1m in blended equity investment and grant funding",
      "embedded AI, machine vision, and robotic manipulation arms"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search?q=versatile+robotx",
     "quotes": [
      "VERSATILE ROBOTX LIMITED\" \"15789824\" \"20 June 2024\" \"University Of Essex Research Enterprise Office"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/15789824",
     "quotes": [
      "VERSATILE ROBOTX LIMITED",
      "Wivenhoe Park, Wivenhoe, Essex, United Kingdom, CO4 3SQ",
      "Active",
      "20 June 2024"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/funding/uk-tech-funding-roundup-this-weeks-deals-from-callosum-to-economad-20260821",
     "quotes": [
      "manufactures autonomous, AI-driven crop handling and harvesting robots"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems",
    "Autonomous and agent systems"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Wivenhoe Park, Colchester (CO4 3SQ)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2048",
     "name": "British Design Fund",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2048",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2048",
     "name": "British Design Fund",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2048",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2078",
     "name": "Defra Farming Innovation Programme",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2078",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2078",
     "name": "Defra Farming Innovation Programme",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2078",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2135",
     "name": "Innovate UK",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2135",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2135",
     "name": "Innovate UK",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2135",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Essex"
    },
    {
     "kind": "funded_by",
     "name": "British Design Fund"
    },
    {
     "kind": "funded_by",
     "name": "Innovate UK"
    },
    {
     "kind": "funded_by",
     "name": "Defra Farming Innovation Programme"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-IND-033",
   "name": "Better Origin",
   "bucket": "co",
   "status": "active",
   "status_date": "2022-04-22",
   "status_detail": "Latest dated page opened (22 April 2022) reported a £12m Series A closed in early April 2022; a Better Origin Holdings Limited was incorporated in Cambridge on 11 March 2026, but no later news was opened.",
   "one_line": "Makes AI-run insect farms that turn supermarket food waste into feed for livestock on the farm.",
   "description": "Better Origin is a Cambridge agricultural technology company. In April 2022 UKTN described its \"AI-powered insect farm\" that takes food waste from supermarkets and turns it into animal feed on site, after a £12m Series A closed in early April 2022. Companies House shows Better Origin Holdings Limited incorporated on 11 March 2026 at Station Road, Cambridge; the trading company and its current status were not confirmed.",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [
    {
     "kind": "funding_round",
     "amount": 12000000,
     "currency": "GBP",
     "date": "2022-04",
     "detail": "Series A (day not given)",
     "raw": "funding_round: 12000000 GBP 2022-04 — Series A (day not given)",
     "amount_gbp": 12000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£12m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Autonomous and agent systems",
    "Perceptual systems"
   ],
   "sectors": [
    "agriculture",
    "food waste",
    "animal feed"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "industry",
   "function": "Makes AI-run insect farms that turn supermarket food waste into feed for livestock on the farm.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/climate-tech/earth-day-climate-tech-startups-20220422",
    "https://find-and-update.company-information.service.gov.uk/search?q=better+origin",
    "https://find-and-update.company-information.service.gov.uk/search/companies?q=Better+Origin"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/climate-tech/earth-day-climate-tech-startups-20220422",
     "quotes": [
      "Better Origin's AI-powered insect farm takes food waste from supermarkets"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search?q=better+origin",
     "quotes": [
      "BETTER ORIGIN HOLDINGS LIMITED\" \"17085597\" \"11 March 2026\" \"Salisbury House, Station Road, Cambridge"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=Better+Origin",
     "quotes": [
      "BETTER ORIGIN HOLDINGS LIMITED\" \"17085597\" \"Incorporated on 11 March 2026\" \"Salisbury House, Station Road, Cambridge, United Kingdom, CB1 2LA"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Autonomous and agent systems",
    "Perceptual systems"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-209",
   "name": "Christopher Bishop",
   "bucket": "person",
   "status": "active",
   "status_date": "2025-03-11",
   "status_detail": "Microsoft lists him as a Technical Fellow who founded Microsoft Research AI for Science; a Microsoft video of 11 March 2025 calls him Director of Microsoft Research.",
   "one_line": "Microsoft Technical Fellow who founded Microsoft Research AI for Science; former Lab Director of Microsoft Research Cambridge; author of standard machine-learning textbooks.",
   "description": "Christopher Bishop is a Technical Fellow at Microsoft and founded Microsoft Research AI for Science, which works on machine learning for the natural sciences. He was Lab Director of Microsoft Research Cambridge from 2015 to 2022. He wrote \"Pattern Recognition and Machine Learning\" (2006) and co-wrote \"Deep Learning: Foundations and Concepts\". He is a Fellow of the Royal Society (2017) and of the Royal Academy of Engineering (2004), and gave the 2008 Royal Institution Christmas Lectures. [Round 4, 30 Oct 2026] title (November 2025): Director of Microsoft Research AI for Science [Round 4, 30 Oct 2026] public role and title: Member, AI for Science Strategy Expert Group (terms of reference published 27 November 2025); listed as \"Technical Fellow, Microsoft Research AI for Science\"",
   "uk_status": "foreign_with_uk_base",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (Microsoft Research Cambridge, earlier role)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Christopher Bishop",
     "role": "Technical Fellow; founder, Microsoft Research AI for Science",
     "from": null,
     "source": "https://www.microsoft.com/en-us/research/people/cmbishop/"
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation",
    "AI development and training"
   ],
   "sectors": [
    "AI for science"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "People",
   "category": "researchers",
   "function": "Microsoft Technical Fellow who founded Microsoft Research AI for Science; former Lab Director of Microsoft Research Cambridge; author of standard machine-learning textbooks.",
   "affiliation": "Talent",
   "sources": [
    "https://www.microsoft.com/en-us/research/people/cmbishop/",
    "https://www.microsoft.com/en-us/research/video/director-of-microsoft-research-talks-ai-for-science-what-it-really-means/",
    "https://www.gov.uk/government/news/ai-to-power-national-renewal-as-government-announces-billions-of-additional-investment-and-new-plans-to-boost-uk-businesses-jobs-and-innovation",
    "https://www.gov.uk/government/publications/ai-for-science-strategy-expert-group-terms-of-reference/ai-for-science-strategy-expert-group-terms-of-reference"
   ],
   "source_quotes": [
    {
     "url": "https://www.microsoft.com/en-us/research/people/cmbishop/",
     "quotes": [
      "Technical Fellow",
      "Microsoft Research AI for Science"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.microsoft.com/en-us/research/video/director-of-microsoft-research-talks-ai-for-science-what-it-really-means/",
     "quotes": [
      "Director of Microsoft Research talks AI for science (what it really means)\" (11 March 2025)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/ai-to-power-national-renewal-as-government-announces-billions-of-additional-investment-and-new-plans-to-boost-uk-businesses-jobs-and-innovation",
     "quotes": [
      "Director of Microsoft Research AI for Science"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/publications/ai-for-science-strategy-expert-group-terms-of-reference/ai-for-science-strategy-expert-group-terms-of-reference",
     "quotes": [
      "Technical Fellow, Microsoft Research AI for Science"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation",
    "AI development and training"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "People",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": "Cambridge (Microsoft Research Cambridge, earlier role)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "works_at",
     "name": "Microsoft Research"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-220",
   "name": "Aditya Nori",
   "bucket": "person",
   "status": "active",
   "status_date": null,
   "status_detail": "Listed as Lab Director on the Microsoft Research Cambridge lab page; start date not published.",
   "one_line": "Lab Director of Microsoft Research Cambridge.",
   "description": "Aditya Nori is listed as \"Lab Director\" of Microsoft Research Lab – Cambridge, which gives addresses at 21 Station Road (CB1 2FB) and 198 Cambridge Science Park (CB4 0AB). The lab lists four areas: Future AI Infrastructure, Machine Intelligence, People-Centric AI and Research Engineering. Christopher Bishop held the post from 2015 to 2022.",
   "uk_status": "foreign_with_uk_base",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "21 Station Road, Cambridge (CB1 2FB; null; null)",
    "postcode": "CB1 2FB",
    "lat": 52.194726,
    "lng": 0.135526,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Aditya Nori",
     "role": "Lab Director, Microsoft Research Cambridge",
     "from": null,
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/"
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI development and training",
    "AI infrastructure"
   ],
   "sectors": [
    "industrial research lab"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "People",
   "category": "researchers",
   "function": "Lab Director of Microsoft Research Cambridge.",
   "affiliation": "Talent",
   "sources": [
    "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/"
   ],
   "source_quotes": [
    {
     "url": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "quotes": [
      "Aditya Nori",
      "Lab Director"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI development and training",
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "People",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": "21 Station Road, Cambridge (CB1 2FB; null; null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "works_at",
     "name": "Microsoft Research Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-221",
   "name": "Katja Hofmann",
   "bucket": "person",
   "status": "active",
   "status_date": null,
   "status_detail": "Microsoft lists her as Partner Research Manager co-leading People-Centric AI at Microsoft Research Cambridge.",
   "one_line": "Partner Research Manager at Microsoft Research Cambridge; co-leads its People-Centric AI area and earlier led the Game Intelligence team.",
   "description": "Katja Hofmann is a Partner Research Manager at Microsoft Research Cambridge. Microsoft says she co-leads the lab's People-Centric AI research area and earlier led the Game Intelligence team, now part of that area. Her page features Muse, which Microsoft calls its \"first generative AI model designed for gameplay ideation\"; the page does not state her role in it.",
   "uk_status": "foreign_with_uk_base",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (Microsoft Research Cambridge)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Katja Hofmann",
     "role": "Partner Research Manager, Microsoft Research Cambridge",
     "from": null,
     "source": "https://www.microsoft.com/en-us/research/people/kahofman/"
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI development and training",
    "Autonomous and agent systems"
   ],
   "sectors": [
    "games",
    "reinforcement learning"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "People",
   "category": "researchers",
   "function": "Partner Research Manager at Microsoft Research Cambridge; co-leads its People-Centric AI area and earlier led the Game Intelligence team.",
   "affiliation": "Talent",
   "sources": [
    "https://www.microsoft.com/en-us/research/people/kahofman/",
    "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/"
   ],
   "source_quotes": [
    {
     "url": "https://www.microsoft.com/en-us/research/people/kahofman/",
     "quotes": [
      "Partner Research Manager"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "quotes": [
      "Katja Hofmann",
      "Partner Research Manager"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI development and training",
    "Autonomous and agent systems"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "People",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": "Cambridge (Microsoft Research Cambridge)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "works_at",
     "name": "Microsoft Research Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-222",
   "name": "Cecily Morrison",
   "bucket": "person",
   "status": "active",
   "status_date": null,
   "status_detail": "Microsoft lists her as Senior Principal Research Manager at Microsoft Research Cambridge; she was appointed MBE for services to inclusive design (reported 10 October 2020).",
   "one_line": "Senior Principal Research Manager at Microsoft Research Cambridge; co-leads its Teachable AI Experience team; MBE for services to inclusive design.",
   "description": "Cecily Morrison is a Senior Principal Research Manager at Microsoft Research Cambridge, where she co-leads the Teachable AI Experience team (TAI X). Microsoft UK reported on 10 October 2020 that she had been awarded an MBE \"for services to inclusive design\"; that article covered Project Tokyo (assistive agents for blind and low-vision people) and Project Torino, released as Code Jumper.",
   "uk_status": "foreign_with_uk_base",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB1 2FB; null; null)",
    "postcode": "CB1 2FB",
    "lat": 52.194726,
    "lng": 0.135526,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Cecily Morrison",
     "role": "Senior Principal Research Manager, Microsoft Research Cambridge",
     "from": null,
     "source": "https://www.microsoft.com/en-us/research/people/cecilym/"
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems",
    "AI implementation"
   ],
   "sectors": [
    "inclusive design",
    "assistive technology"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "People",
   "category": "researchers",
   "function": "Senior Principal Research Manager at Microsoft Research Cambridge; co-leads its Teachable AI Experience team; MBE for services to inclusive design.",
   "affiliation": "Talent",
   "sources": [
    "https://www.microsoft.com/en-us/research/people/cecilym/",
    "https://ukstories.microsoft.com/features/microsofts-cecily-morrison-awarded-mbe-for-services-to-inclusive-design/"
   ],
   "source_quotes": [
    {
     "url": "https://www.microsoft.com/en-us/research/people/cecilym/",
     "quotes": [
      "Senior Principal Research Manager",
      "Teachable AI Experience team (TAI X)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://ukstories.microsoft.com/features/microsofts-cecily-morrison-awarded-mbe-for-services-to-inclusive-design/",
     "quotes": [
      "for services to inclusive design\" (10 October 2020)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems",
    "AI implementation"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "People",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": "Cambridge (CB1 2FB; null; null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "works_at",
     "name": "Microsoft Research Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-224",
   "name": "Jack Stockdale",
   "bucket": "person",
   "status": "active",
   "status_date": null,
   "status_detail": "Darktrace lists him as Chief Technology Officer; the Royal Academy of Engineering elected him a Fellow in September 2023 with the same title.",
   "one_line": "Founding Chief Technology Officer of Darktrace in Cambridge, overseeing the Bayesian models and AI algorithms behind its cyber-security products.",
   "description": "Jack Stockdale is the founding Chief Technology Officer of Darktrace, the Cambridge cyber-security AI company. Darktrace says he is responsible for overseeing the development of Bayesian mathematical models and AI algorithms, and that his Cambridge team won Royal Academy of Engineering MacRobert Innovation Awards in 2017 and 2019. Darktrace's AI Research Centre is based in Cambridge. The Royal Academy of Engineering elected him a Fellow in 2023. [Round 4, 30 Oct 2026] honour: Elected Fellow of the Royal Academy of Engineering, September 2023, as Darktrace CTO [Round 4, 30 Oct 2026] status (one source, shown as a note; status unchanged): Darktrace co-founder moved from day-to-day leadership into a part-time role (22 October 2026); Stephen Pickman became CTO; no longer on the leadership page",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (Darktrace AI Research Centre)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Jack Stockdale",
     "role": "Chief Technology Officer, Darktrace",
     "from": null,
     "source": "https://www.darktrace.com/people/jack-stockdale"
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI security and assurance"
   ],
   "sectors": [
    "cyber security"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "People",
   "category": "researchers",
   "function": "Founding Chief Technology Officer of Darktrace in Cambridge, overseeing the Bayesian models and AI algorithms behind its cyber-security products.",
   "affiliation": "Talent",
   "sources": [
    "https://www.darktrace.com/people/jack-stockdale",
    "https://raeng.org.uk/news/royal-academy-of-engineering-welcomes-73-new-fellows",
    "https://www.darktrace.com/research",
    "https://www.globenewswire.com/news-release/2026/10/22/3386504/0/en/darktrace-strengthens-product-and-technology-leadership-with-new-executive-appointments.html"
   ],
   "source_quotes": [
    {
     "url": "https://www.darktrace.com/people/jack-stockdale",
     "quotes": [
      "responsible for overseeing the development of Bayesian mathematical models and artificial intelligence algorithms",
      "founding CTO at Darktrace"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://raeng.org.uk/news/royal-academy-of-engineering-welcomes-73-new-fellows",
     "quotes": [
      "Chief Technology Officer, Darktrace\" (20 September 2023)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.darktrace.com/research",
     "quotes": [
      "based in Cambridge, UK"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.globenewswire.com/news-release/2026/10/22/3386504/0/en/darktrace-strengthens-product-and-technology-leadership-with-new-executive-appointments.html",
     "quotes": [
      "has transitioned from day-to-day leadership into a part-time role"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI security and assurance"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "People",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": "Cambridge (Darktrace AI Research Centre)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-SU-FIN-003"
   ]
  },
  {
   "id": "BIZ-TAL-227",
   "name": "Petar Veličković",
   "bucket": "person",
   "status": "active",
   "status_date": null,
   "status_detail": "Cambridge's Computer Science department lists him as Senior Staff Research Scientist at Google DeepMind; page undated.",
   "one_line": "Senior Staff Research Scientist at Google DeepMind and affiliated lecturer at Cambridge; lead author of Graph Attention Networks.",
   "description": "Petar Veličković is a Senior Staff Research Scientist at Google DeepMind and holds an Affiliated Lectureship at the University of Cambridge, where he co-teaches a course on geometric deep learning. His Cambridge page says he is lead author of Graph Attention Networks, \"a popular convolutional layer for graphs\", and first author of Deep Graph Infomax. He works on geometric deep learning and graph representation learning.",
   "uk_status": "foreign_with_uk_base",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (university role)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Petar Veličković",
     "role": "Senior Staff Research Scientist, Google DeepMind",
     "from": null,
     "source": "https://www.cst.cam.ac.uk/people/pv273"
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI development and training"
   ],
   "sectors": [
    "graph neural networks"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "People",
   "category": "researchers",
   "function": "Senior Staff Research Scientist at Google DeepMind and affiliated lecturer at Cambridge; lead author of Graph Attention Networks.",
   "affiliation": "Talent",
   "sources": [
    "https://www.cst.cam.ac.uk/people/pv273"
   ],
   "source_quotes": [
    {
     "url": "https://www.cst.cam.ac.uk/people/pv273",
     "quotes": [
      "Senior Staff Research Scientist at Google DeepMind",
      "a popular convolutional layer for graphs"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI development and training"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "People",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": "Cambridge (university role)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "works_at",
     "id": "BIZ-LAB-001",
     "name": "Google DeepMind",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-001",
     "page_label": "Labs"
    }
   ],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "University of Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-238",
   "name": "Hitesh Ballani",
   "bucket": "person",
   "status": "active",
   "status_date": null,
   "status_detail": "Listed among the named leaders on the Microsoft Research Cambridge lab page as Partner Research Manager; page undated.",
   "one_line": "Partner Research Manager at Microsoft Research Cambridge.",
   "description": "Hitesh Ballani is listed as \"Partner Research Manager\" among the leaders of Microsoft Research Lab – Cambridge, whose areas include Future AI Infrastructure. The page does not say which area he leads.",
   "uk_status": "foreign_with_uk_base",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Hitesh Ballani",
     "role": "Partner Research Manager, Microsoft Research Cambridge",
     "from": null,
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/"
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI infrastructure"
   ],
   "sectors": [
    "industrial research lab"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "People",
   "category": "researchers",
   "function": "Partner Research Manager at Microsoft Research Cambridge.",
   "affiliation": "Talent",
   "sources": [
    "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/"
   ],
   "source_quotes": [
    {
     "url": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "quotes": [
      "Hitesh Ballani",
      "Partner Research Manager"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "People",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "works_at",
     "name": "Microsoft Research Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-198",
   "name": "Founders at the University of Cambridge — Start Accelerator",
   "bucket": "prog",
   "status": "active",
   "status_date": "2024-03-15",
   "status_detail": "First cohort of 11 businesses announced on 15 March 2024; no later page opened.",
   "one_line": "A 12-week University of Cambridge accelerator that gives each start-up guaranteed funding from a £2m pool.",
   "description": "Founders at the University of Cambridge announced its first Start Accelerator cohort of 11 businesses in March 2024, covering topics including computer vision software. Each member is guaranteed £40,000 at the start, rising to a possible £160,000, from a £2m pool provided by the University of Cambridge and Parkwalk Advisors. UKTN reported that it is led by Gerard Grech, Tech Nation's founding CEO.",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [
    {
     "kind": "fund_size",
     "amount": 2000000,
     "currency": "GBP",
     "date": "2024-03-15",
     "detail": "pool from the University of Cambridge and Parkwalk Advisors",
     "raw": "fund_size: 2000000 GBP 2024-03-15 — pool from the University of Cambridge and Parkwalk Advisors",
     "amount_gbp": 2000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£2m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI implementation"
   ],
   "sectors": [
    "university accelerator"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Schemes, programmes and AI lines",
   "category": "university accelerator",
   "function": "A 12-week University of Cambridge accelerator that gives each start-up guaranteed funding from a £2m pool.",
   "affiliation": "Talent",
   "sources": [
    "https://www.uktech.news/tech-hubs/the-east-of-england/cambridge/university-cambridge-founder-accelerator-cohort-20240315"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/tech-hubs/the-east-of-england/cambridge/university-cambridge-founder-accelerator-cohort-20240315",
     "quotes": [
      "inaugural Start Accelerator programme from Founders at the University of Cambridge.",
      "£2m pool provided by the University of Cambridge and Parkwalk Advisors.",
      "computer vision software\" (dated 15 March 2024)"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI implementation"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Schemes, programmes and AI lines",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "part_of",
     "name": "University of Cambridge"
    },
    {
     "kind": "funded_by",
     "name": "Parkwalk Advisors"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-INV-204",
   "name": "Cambridge Innovation Capital",
   "bucket": "inv",
   "status": "active",
   "status_date": "2026-02-25",
   "status_detail": "On 25 February 2026 CIC led BeyondMath's US$10m seed extension; its £225m Fund II closed on 25 April 2022, taking assets to more than £500m.",
   "one_line": "A Cambridge deep-tech and life-sciences investor whose AI holdings include Unlikely AI, BeyondMath and Salience Labs.",
   "description": "Cambridge Innovation Capital (CIC) invests in deep-tech and life-sciences companies. On 25 April 2022 it announced an oversubscribed £225m (US$300m) Fund II, taking assets under management above £500m; Andrew Williamson is Managing Partner. It invested in Unlikely AI's US$20m seed (13 September 2022) with Amadeus, Octopus Ventures and Metaplanet, led BeyondMath's US$10m seed extension (25 February 2026), and holds Salience Labs, which makes optical switches for AI infrastructure. On 11 November 2025 it noted Salience Labs and Unlikely AI in Sifted's AI 100. [Round 4, 30 Oct 2026] uk_ai_portfolio: Trent AI (Seed, April 2026, named as 'Cambridge Innovation Capital') [Investors VC Round 1, 31 Oct 2026] The file names partners Robert Tansley, Michael Anstey and Ian Lane, and lists Riverlane and Pragmatic Semiconductor among its holdings. (Alex's VC file, record 06; no source link given; not re-researched.)",
   "uk_status": "uk",
   "company": {
    "ch_number": null,
    "registered_office": null,
    "incorporated": null,
    "legal_form": null,
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": null,
    "companies_house_url": null,
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (null)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Andrew Williamson",
     "role": "Managing Partner, Cambridge Innovation Capital",
     "from": null,
     "source": "https://www.cic.vc/cambridge-innovation-capital-raises-225-million-300-million-fund-ii/"
    }
   ],
   "money": [
    {
     "kind": "fund_size",
     "amount": 225000000,
     "currency": "GBP",
     "date": "2022-04-25",
     "detail": "Fund II",
     "raw": "fund_size: 225000000 GBP 2022-04-25 — Fund II",
     "amount_gbp": 225000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£225m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI development and training",
    "AI infrastructure"
   ],
   "sectors": [
    "venture capital",
    "deep tech",
    "life sciences"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Investors and funds",
   "category": "venture capital",
   "function": "A Cambridge deep-tech and life-sciences investor whose AI holdings include Unlikely AI, BeyondMath and Salience Labs.",
   "affiliation": "Investors",
   "sources": [
    "https://www.cic.vc/cambridge-innovation-capital-raises-225-million-300-million-fund-ii/",
    "https://www.cic.vc/cambridge-innovation-capital-invests-in-unlikely-ais-20m-seed-round-to-take-fresh-approach-to-ai/",
    "https://www.cic.vc/beyondmath-completes-18-5m-seed-round-to-scale-worlds-largest-foundational-physics-ai-model/",
    "https://www.cic.vc/portfolio-companies-named-in-sifteds-ai-100/",
    "https://tech.eu/2026/04/07/openai-and-spotify-leaders-back-london-based-ai-security-agent-startup-in-13m-round/"
   ],
   "source_quotes": [
    {
     "url": "https://www.cic.vc/cambridge-innovation-capital-raises-225-million-300-million-fund-ii/",
     "quotes": [
      "oversubscribed second fund (Fund II)",
      "in excess of £500 million"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.cic.vc/cambridge-innovation-capital-invests-in-unlikely-ais-20m-seed-round-to-take-fresh-approach-to-ai/",
     "quotes": [
      "oversubscribed $20m seed round\" (13 Sep 2022)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.cic.vc/beyondmath-completes-18-5m-seed-round-to-scale-worlds-largest-foundational-physics-ai-model/",
     "quotes": [
      "$10 million Seed round extension"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.cic.vc/portfolio-companies-named-in-sifteds-ai-100/",
     "quotes": [
      "is developing optical switches that unlock higher performance and energy efficiency for next-generation AI infrastructure.\" (11 Nov 2025)"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://tech.eu/2026/04/07/openai-and-spotify-leaders-back-london-based-ai-security-agent-startup-in-13m-round/",
     "quotes": [
      "helps mitigate risks and vulnerabilities of businesses deploying so-called AI agents",
      "was led by LocalGlobe and Cambridge Innovation Capital\" (trade)"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI development and training",
    "AI infrastructure"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Investors and funds",
     "div": "investors"
    }
   ],
   "div_label": "Investors",
   "location": "Cambridge (null)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: funded_by",
     "id": "BIZ-CHIP-012",
     "name": "Salience Labs",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-012",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "linked from: funded_by",
     "id": "BIZ-LAB-019",
     "name": "Unlikely AI",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-019",
     "page_label": "Labs"
    },
    {
     "kind": "linked from: funded_by",
     "id": "BIZ-LAB-022",
     "name": "BeyondMath",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-022",
     "page_label": "Labs"
    },
    {
     "kind": "linked from: funded_by",
     "id": "BIZ-SW-003",
     "name": "Seldon",
     "page": "software",
     "href": "../../software/#org=BIZ-SW-003",
     "page_label": "Software and tools"
    },
    {
     "kind": "linked from: funded_by",
     "id": "BIZ-SW-024",
     "name": "Trent AI",
     "page": "software",
     "href": "../../software/#org=BIZ-SW-024",
     "page_label": "Software and tools"
    },
    {
     "kind": "linked from: funded_by",
     "id": "BIZ-SU-CRE-005",
     "name": "Jukedeck",
     "page": "startups",
     "href": "../../startups/#org=BIZ-SU-CRE-005",
     "page_label": "Start-ups"
    },
    {
     "kind": "funds",
     "id": "BIZ-LAB-019",
     "name": "Unlikely AI",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-019",
     "page_label": "Labs"
    },
    {
     "kind": "funds",
     "id": "BIZ-LAB-022",
     "name": "BeyondMath",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-022",
     "page_label": "Labs"
    },
    {
     "kind": "funds",
     "id": "BIZ-CHIP-012",
     "name": "Salience Labs",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-012",
     "page_label": "Chips and hardware"
    },
    {
     "kind": "funds",
     "id": "BIZ-SW-024",
     "name": "Trent AI",
     "page": "software",
     "href": "../../software/#org=BIZ-SW-024",
     "page_label": "Software and tools"
    },
    {
     "kind": "portfolio_of",
     "id": "BIZ-SW-024",
     "name": "Trent AI",
     "page": "software",
     "href": "../../software/#org=BIZ-SW-024",
     "page_label": "Software and tools"
    },
    {
     "kind": "linked from: funded_by",
     "id": "BIZ-SW-024",
     "name": "Trent AI",
     "page": "software",
     "href": "../../software/#org=BIZ-SW-024",
     "page_label": "Software and tools"
    }
   ],
   "label_links": [],
   "degree": 3,
   "related_ids": [
    "BIZ-CHIP-022",
    "BIZ-CHIP-034"
   ]
  },
  {
   "id": "BIZ-SU-HLT-504",
   "name": "Cydar Medical",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Listed by King's College London among its spin-outs; Companies House lists Cydar Limited as active (match by name, see Gaps).",
   "one_line": "Cloud-based AI software for surgeons and imaging teams working on vascular procedures.",
   "description": "King's College London lists Cydar Medical among its medical-imaging spin-outs and says it \"provides regulated cloud-based AI clinical applications within an enterprise data architecture\". The Companies House entry matched by name is Cydar Limited, incorporated in March 2012 with a registered office in Cambridge.",
   "uk_status": "uk",
   "company": {
    "ch_number": "07986624",
    "registered_office": "20 Station Road, Cambridge, England, CB1 2JD",
    "incorporated": "2012-03-12",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "07986624",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/07986624",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (registered office) (CB1 2JD; null; null)",
    "postcode": "CB1 2JD",
    "lat": 52.194439,
    "lng": 0.133975,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems",
    "AI implementation"
   ],
   "sectors": [
    "health",
    "surgery",
    "medical imaging"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "health",
   "function": "Cloud-based AI software for surgeons and imaging teams working on vascular procedures.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.kcl.ac.uk/research/kings-innovation-catalyst/investors/discover-our-spinouts",
    "https://find-and-update.company-information.service.gov.uk/company/07986624"
   ],
   "source_quotes": [
    {
     "url": "https://www.kcl.ac.uk/research/kings-innovation-catalyst/investors/discover-our-spinouts",
     "quotes": [
      "provides regulated cloud-based AI clinical applications within an enterprise data architecture"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/07986624",
     "quotes": [
      "CYDAR LIMITED",
      "Active",
      "12 March 2012"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems",
    "AI implementation"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (registered office) (CB1 2JD; null; null)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "spun_out_of",
     "id": "UNI:kings/KCLAI-046",
     "name": "Universities: kings/KCLAI-046",
     "page": "universities",
     "href": "https://hazy-wreath-hez6.here.now/kings/",
     "page_label": "UK Universities AI Universe (new tab)"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-LEG-601",
   "name": "RegGenome (Regulatory Genome Development Ltd)",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Companies House lists Regulatory Genome Development Ltd as active, registered in Cambridge (checked 29 October 2026).",
   "one_line": "Cambridge University spin-out that uses machine learning to turn regulations into structured, machine-readable data.",
   "description": "RegGenome uses machine learning to \"sequence\" regulatory content into a machine-readable format, offered through a data repository for regulators and businesses. It was spun out of the University of Cambridge's regulatory genome project in December 2020. In April 2022 UKTN reported a US$6m seed round led by Evolution Equity Partners, with AlbionVC, Cambridge Enterprise and Mastercard; it named Professor Robert Wardrop as executive chairman. Companies House lists Regulatory Genome Development Ltd, incorporated on 7 September 2020, as active, registered in Cambridge. The match rests on name and city; the UKTN page does not give the legal name.",
   "uk_status": "uk",
   "company": {
    "ch_number": "12862325",
    "registered_office": "Box 112 23 King Street, Cambridge, United Kingdom, CB1 1AH",
    "incorporated": "2020-09-07",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "12862325",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/12862325",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (registered office) (CB1 1AH)",
    "postcode": "CB1 1AH",
    "lat": 52.207439,
    "lng": 0.123138,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [
    {
     "kind": "funding_round",
     "amount": 6000000,
     "currency": "USD",
     "date": "2022-04-11",
     "detail": "seed led by Evolution Equity Partners (single source)",
     "raw": "funding_round: 6000000 USD 2022-04-11 — seed led by Evolution Equity Partners (single source)",
     "amount_gbp": 4600874,
     "fx_rate": 1.3041,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3041 per £ on 2022-04-11",
     "fx_date": "2022-04-11",
     "fx_note": "",
     "txt": "US$6m",
     "gbp_txt": "£4.6m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Natural language applications",
    "Knowledge generation"
   ],
   "sectors": [
    "regulatory technology",
    "compliance"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "legal",
   "function": "Cambridge University spin-out that uses machine learning to turn regulations into structured, machine-readable data.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/ai/reggenome-funding-data-platform-20220411",
    "https://find-and-update.company-information.service.gov.uk/company/12862325"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/ai/reggenome-funding-data-platform-20220411",
     "quotes": [
      "uses machine learning to sequence regulatory content",
      "a University of Cambridge spinout"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/12862325",
     "quotes": [
      "REGULATORY GENOME DEVELOPMENT LTD\" \"Box 112 23 King Street, Cambridge, United Kingdom, CB1 1AH\" \"Active\" \"7 September 2020"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Natural language applications",
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (registered office) (CB1 1AH)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    },
    {
     "kind": "funded_by",
     "name": "Evolution Equity Partners"
    },
    {
     "kind": "funded_by",
     "name": "AlbionVC"
    },
    {
     "kind": "funded_by",
     "name": "Cambridge Enterprise"
    },
    {
     "kind": "funded_by",
     "name": "Mastercard"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-LEG-602",
   "name": "Safe Sign Technologies",
   "bucket": "co",
   "status": "dissolved",
   "status_date": "2025-12-23",
   "status_detail": "Bought by Thomson Reuters (reported 22 August 2024; Thomson Reuters (Professional) UK Limited became controlling shareholder on 12 August 2024); the company was dissolved on 23 December 2025.",
   "one_line": "Cambridge start-up that trained AI language models to give legal advice; bought by Thomson Reuters in 2024.",
   "description": "Safe Sign Technologies, founded in 2022 in Cambridge, trained large language models for the legal sector. On 22 August 2024 UKTN reported that Thomson Reuters had acquired it for an undisclosed sum, naming co-founders Alexander Kardos-Nyheim and Dr Jonathan Schwarz. Companies House shows Safe Sign Technologies Limited, incorporated on 15 February 2022, with Thomson Reuters (Professional) UK Limited as person with significant control from 12 August 2024 (replacing Alexander Samuel Kardos-Nyheim), and dissolved on 23 December 2025 at Thomson Reuters' Canary Wharf address. [Labs Round 7, 30 Oct 2026] status_change: Now part of TR Labs Foundational Research at Thomson Reuters (BIZ-LAB-6004); co-founder Jonathan Schwarz is Head of Foundational Research; team grew from 15 to 50 people (12 Dec 2025) [Labs Round 7, 30 Oct 2026] Listed on Labs (Corporate research labs) [Labs Round 8, 31 Oct 2026] status_now: Absorbed into one integrated research organisation within TR Labs, now called Foundational Research (2025-12-12); acquired 2024 as TR's first pre-revenue acquisition [Labs Round 8, 31 Oct 2026] founders: Dr Jonathan Schwarz — co-founder; Alexander Kardos-Nyheim — former Founder & CEO",
   "uk_status": "uk",
   "company": {
    "ch_number": "13916044",
    "registered_office": "Five Canada Square, Canary Wharf, London, England, E14 5AQ",
    "incorporated": "2022-02-15",
    "legal_form": "ltd",
    "owner_or_acquirer": "Thomson Reuters (Professional) UK Limited (from 2024-08-12)",
    "headcount": null,
    "ch_number_clean": "13916044",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/13916044",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (null)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Alexander Kardos-Nyheim",
     "role": "Co-founder",
     "from": "2022",
     "source": "https://www.uktech.news/ai/thomson-reuters-acquires-uk-ai-startup-20240822",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Natural language applications",
    "AI development and training"
   ],
   "sectors": [
    "legal services"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "legal",
   "function": "Cambridge start-up that trained AI language models to give legal advice; bought by Thomson Reuters in 2024.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/ai/thomson-reuters-acquires-uk-ai-startup-20240822",
    "https://find-and-update.company-information.service.gov.uk/company/13916044",
    "https://find-and-update.company-information.service.gov.uk/company/13916044/persons-with-significant-control",
    "https://www.thomsonreuters.com/en-us/posts/innovation/from-startup-vision-to-ai-breakthrough-one-year-with-safe-sign/",
    "https://www.thomsonreuters.com/en-us/posts/innovation/how-we-built-thomson/"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/ai/thomson-reuters-acquires-uk-ai-startup-20240822",
     "quotes": [
      "Founded in 2022, Safe Sign Technologies is training AI models to provide legal advice.",
      "The companies did not disclose the acquisition cost."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/13916044",
     "quotes": [
      "SAFE SIGN TECHNOLOGIES LIMITED\" \"Dissolved\" \"23 December 2025\" \"15 February 2022"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/13916044/persons-with-significant-control",
     "quotes": [
      "Thomson Reuters (Professional) Uk Limited\" \"Notified on\" \"12 August 2024"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.thomsonreuters.com/en-us/posts/innovation/from-startup-vision-to-ai-breakthrough-one-year-with-safe-sign/",
     "quotes": [
      "co-founder of Safe Sign and now Head of Foundational Research within TR Labs"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.thomsonreuters.com/en-us/posts/innovation/how-we-built-thomson/",
     "quotes": [
      "former Founder & CEO of Safe Sign Technologies, acquired by Thomson Reuters"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Natural language applications",
    "AI development and training"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (null)",
   "status_group": "dissolved",
   "ext_links": [
    {
     "kind": "linked from: merged_into",
     "id": "BIZ-LAB-6004",
     "name": "TR Labs Foundational Research, London hub (Thomson Reuters)",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-6004",
     "page_label": "Labs"
    }
   ],
   "label_links": [
    {
     "kind": "acquired_by",
     "name": "Thomson Reuters"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-IND-607",
   "name": "Bindbridge",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Raised US$3.8m from Speedinvest and Nucleus Capital, reported 3 March 2026; Companies House lists Bindbridge Ltd as active. Companies House shows BINDBRIDGE LTD as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge start-up using an AI platform to design \"molecular glue\" chemicals for new herbicides and crop protection.",
   "description": "Bindbridge, founded in 2025, uses an AI platform called BRIDGE to design agricultural molecular glues for new herbicides and crop-protection products. On 3 March 2026 UKTN reported a US$3.8m investment from Speedinvest and Nucleus Capital and named George Crane as co-founder and chief executive. Companies House lists Bindbridge Ltd, incorporated on 27 September 2024 near Cambridge, as active, with George Crane a director since 22 March 2025.",
   "uk_status": "uk",
   "company": {
    "ch_number": "15984313",
    "registered_office": "Barn 4, Park Farm, Villa Road, Impington, Cambridgeshire, United Kingdom, CB24 9NZ",
    "incorporated": "2024-09-27",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "15984313",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/15984313",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB24 9NZ)",
    "postcode": "CB24 9NZ",
    "lat": 52.242895,
    "lng": 0.107561,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "George Crane",
     "role": "co-founder and chief executive; director from 2025-03-22",
     "from": null,
     "source": "https://find-and-update.company-information.service.gov.uk/company/15984313/officers"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 3800000,
     "currency": "USD",
     "date": "2026-03-03",
     "detail": "Speedinvest and Nucleus Capital (single source)",
     "raw": "funding_round: 3800000 USD 2026-03-03 — Speedinvest and Nucleus Capital (single source)",
     "amount_gbp": 2856713,
     "fx_rate": 1.3302,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3302 per £ on 2026-03-03",
     "fx_date": "2026-03-03",
     "fx_note": "",
     "txt": "US$3.8m",
     "gbp_txt": "£2.9m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation"
   ],
   "sectors": [
    "agriculture",
    "crop protection chemistry"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "industry",
   "function": "Cambridge start-up using an AI platform to design \"molecular glue\" chemicals for new herbicides and crop protection.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/agtech/ai-crop-protection-startup-secures-new-funding-20260303",
    "https://find-and-update.company-information.service.gov.uk/company/15984313",
    "https://find-and-update.company-information.service.gov.uk/company/15984313/officers"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/agtech/ai-crop-protection-startup-secures-new-funding-20260303",
     "quotes": [
      "called BRIDGE",
      "Cambridge-based company",
      "has secured a $3.8m (£2.8m) investment."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/15984313",
     "quotes": [
      "BINDBRIDGE LTD\" \"Active\" \"27 September 2024"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/15984313/officers",
     "quotes": [
      "CRANE, George\" \"Active Director\" \"Appointed on\" \"22 March 2025"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB24 9NZ)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Speedinvest"
    },
    {
     "kind": "funded_by",
     "name": "Nucleus Capital"
    },
    {
     "kind": "founded_by",
     "name": "George Crane"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-IND-608",
   "name": "Fieldwork Robotics",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Announced £3m led by Elbow Beach Capital for farm trials on 7 April 2026; Companies House company page would not open, but its officers page lists David Fulton as an active director. Companies House shows FIELDWORK ROBOTICS LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge company building autonomous robots that pick raspberries.",
   "description": "Fieldwork Robotics, based in Cambridge, develops autonomous raspberry-harvesting robots. On 7 April 2026 UKTN reported £3m of funding, led by existing investor Elbow Beach Capital, for trials and adoption on real farms, and named David Fulton as chief executive. The article does not use the word AI; the robots fall under the DSIT domain of autonomous systems. Companies House lists Fieldwork Robotics Limited, incorporated on 17 October 2016 with a registered office in Exmouth; its officers page shows David Brian Fulton a director since 18 July 2023. The company page itself failed to load, so status was not read.",
   "uk_status": "uk",
   "company": {
    "ch_number": "10432153",
    "registered_office": "28 Alexandra Terrace, Exmouth, Devon, England, EX8 1BD (from search listing)",
    "incorporated": "2016-10-17",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "10432153",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/10432153",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (null)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "David Fulton",
     "role": "chief executive; director from 2023-07-18",
     "from": null,
     "source": "https://find-and-update.company-information.service.gov.uk/company/10432153/officers"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 3000000,
     "currency": "GBP",
     "date": "2026-04-07",
     "detail": "led by Elbow Beach Capital",
     "raw": "funding_round: 3000000 GBP 2026-04-07 — led by Elbow Beach Capital",
     "amount_gbp": 3000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£3m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Autonomous and agent systems",
    "Perceptual systems"
   ],
   "sectors": [
    "agriculture",
    "harvesting robots"
   ],
   "confidence": "single_source",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "industry",
   "function": "Cambridge company building autonomous robots that pick raspberries.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/agtech/berry-picking-robot-maker-secures-3m-for-farm-trials-20260407",
    "https://find-and-update.company-information.service.gov.uk/search/companies?q=fieldwork+robotics",
    "https://find-and-update.company-information.service.gov.uk/company/10432153/officers",
    "https://find-and-update.company-information.service.gov.uk/company/10432153"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/agtech/berry-picking-robot-maker-secures-3m-for-farm-trials-20260407",
     "quotes": [
      "autonomous raspberry harvesting robots",
      "The Cambridge-based group",
      "David Fulton, Fieldwork Robotics chief executive"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=fieldwork+robotics",
     "quotes": [
      "FIELDWORK ROBOTICS LIMITED\" \"10432153\" \"Incorporated on 17 October 2016"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10432153/officers",
     "quotes": [
      "FULTON, David Brian\" \"Active\" \"Director\" \"Appointed on\" \"18 July 2023"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10432153",
     "quotes": [
      "FIELDWORK ROBOTICS LIMITED | Company number 10432153 | Active"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Autonomous and agent systems",
    "Perceptual systems"
   ],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Elbow Beach Capital"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SW-617",
   "name": "Undo",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-06-16",
   "status_detail": "Closed a US$37m round led by Elsewhere Partners, reported 16 June 2026, to grow its tools for AI coding agents; Companies House lists Undo Limited as active.",
   "one_line": "Cambridge software that records a program's full run so AI coding agents can find the cause of bugs.",
   "description": "Undo, based in Cambridge, records a program's complete execution history so that AI coding agents can diagnose faults with runtime context, aiming at fully automated root-cause analysis. On 16 June 2026 UKTN reported a US$37m round led by Elsewhere Partners and named Greg Law as founder and chief executive. Companies House lists Undo Limited, incorporated on 28 June 2005, as active, registered in Cambridge, with Dr Gregory Edward Warwick Law a director since incorporation. Its AI-agent product is a named business line of a longer-standing debugging company (diversified). [Round 6 profile, 30 Oct 2026] hq: Cambridge (England: East of England); what it does: Records the full execution history of a running program so that developers, and now AI coding agents, can replay it and find the root cause of software bugs.; status now: Active; Cambridge debugging company that raised 37m USD in June 2026 to serve AI coding agents.",
   "uk_status": "uk",
   "company": {
    "ch_number": "05494036",
    "registered_office": "Unit 21 Hope Street Yard, Hope Street, Cambridge, Cambridgeshire, England, CB1 3NA",
    "incorporated": "2005-06-28",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "05494036",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/05494036",
    "ch_note": null,
    "legal_name": "UNDO LIMITED",
    "ch_status_r6": "Active"
   },
   "place": {
    "text": "Cambridge (CB1 3NA)",
    "postcode": "CB1 3NA",
    "lat": 52.19691,
    "lng": 0.144469,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Greg Law",
     "role": "founder and chief executive; director from 2005-06-28",
     "from": null,
     "source": "https://find-and-update.company-information.service.gov.uk/company/05494036/officers"
    },
    {
     "name": "Greg Law",
     "role": "Founder and CEO",
     "from": "null",
     "source": "https://www.uktech.news/ai/undo-raises-27-6m-to-boost-software-issue-diagnosis-by-ai-agents-20260616",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 37000000,
     "currency": "USD",
     "date": "2026-06-16",
     "detail": "led by Elsewhere Partners (single source)",
     "raw": "funding_round: 37000000 USD 2026-06-16 — led by Elsewhere Partners (single source)",
     "amount_gbp": 27554364,
     "fx_rate": 1.3428,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3428 per £ on 2026-06-16",
     "fx_date": "2026-06-16",
     "fx_note": "",
     "txt": "US$37m",
     "gbp_txt": "£27.6m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI implementation",
    "Autonomous and agent systems"
   ],
   "sectors": [
    "developer tools and coding agents",
    "developer tools",
    "software debugging"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "developer tools and coding agents",
   "function": "Cambridge software that records a program's full run so AI coding agents can find the cause of bugs.",
   "affiliation": "Software and tools",
   "sources": [
    "https://www.uktech.news/ai/undo-raises-27-6m-to-boost-software-issue-diagnosis-by-ai-agents-20260616",
    "https://find-and-update.company-information.service.gov.uk/company/05494036",
    "https://find-and-update.company-information.service.gov.uk/company/05494036/officers"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/ai/undo-raises-27-6m-to-boost-software-issue-diagnosis-by-ai-agents-20260616",
     "quotes": [
      "Undo has closed a $37m (£27.6m) funding round led by Elsewhere Partners"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/05494036",
     "quotes": [
      "UNDO LIMITED\" \"Active\" \"28 June 2005"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/05494036/officers",
     "quotes": [
      "LAW, Gregory Edward Warwick, Dr\" \"Active Director\" \"28 June 2005"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI implementation",
    "Autonomous and agent systems"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "software"
    }
   ],
   "div_label": "Software and tools",
   "location": "Cambridge (CB1 3NA)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Elsewhere Partners"
    },
    {
     "kind": "founded_by",
     "name": "Greg Law"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-701",
   "name": "CardiaTec",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Companies House shows CardiaTec Biosciences Ltd active on 29 October 2026.",
   "one_line": "Uses AI on large heart-disease datasets to find new targets for drugs.",
   "description": "Cambridge company founded at the University of Cambridge that is building a target discovery platform using AI to analyse large-scale cardiovascular data. UKTN reported a £1.4 million pre-seed round in July 2022 led by Laidlaw Scholars Ventures and APEX Ventures, with Cambridge Enterprise taking part. Raphael Peralta was named as chief executive and is a director at Companies House. The registered office is in Oakham, Rutland.",
   "uk_status": "uk",
   "company": {
    "ch_number": "13634184",
    "registered_office": "Ketton Suite The King Centre, Main Road, Barleythorpe, Oakham, Rutland, England, LE15 7WD",
    "incorporated": "2021-09-21",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "13634184",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/13634184",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (as published; lat/lng null)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Raphael Peralta",
     "role": "chief executive (2022); director since 2021-09-21",
     "from": null,
     "source": "https://find-and-update.company-information.service.gov.uk/company/13634184/officers"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 1400000,
     "currency": "GBP",
     "date": "2022-07-06",
     "detail": "pre-seed led by Laidlaw Scholars Ventures and APEX Ventures (single source)",
     "raw": "funding_round: 1400000 GBP 2022-07-06 — pre-seed led by Laidlaw Scholars Ventures and APEX Ventures (single source)",
     "amount_gbp": 1400000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£1.4m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation"
   ],
   "sectors": [
    "health",
    "drug discovery",
    "cardiovascular"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "health",
   "function": "Uses AI on large heart-disease datasets to find new targets for drugs.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/medtech/cardiatec-raises-1-4m-20220706",
    "https://find-and-update.company-information.service.gov.uk/company/13634184",
    "https://find-and-update.company-information.service.gov.uk/company/13634184/officers"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/medtech/cardiatec-raises-1-4m-20220706",
     "quotes": [
      "CardiaTec is developing a target discovery platform that uses AI to analyse large-scale cardiovascular data"
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/13634184",
     "quotes": [
      "CARDIATEC BIOSCIENCES LTD",
      "Active",
      "Incorporated on 21 September 2021",
      "72110"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/13634184/officers",
     "quotes": [
      "PERALTA, Raphael",
      "Director",
      "21 September 2021"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (as published; lat/lng null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    },
    {
     "kind": "funded_by",
     "name": "Laidlaw Scholars Ventures"
    },
    {
     "kind": "funded_by",
     "name": "APEX Ventures"
    },
    {
     "kind": "funded_by",
     "name": "Cambridge Enterprise"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-IND-705",
   "name": "MatNex (Materials Nexus)",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Companies House shows Materials Nexus Limited active on 29 October 2026.",
   "one_line": "Machine-learning and quantum-mechanics software that predicts how new material compositions will perform, to cut lab experiments.",
   "description": "Cambridge spin-out building on University of Cambridge physics research. It has created datasets and machine-learning tools that forecast how new compositions of materials will perform, reducing physical experiments. UKTN reported a £2 million round in July 2023 led by Ada Ventures, with High-Tech Gründerfonds and the University of Cambridge. Dr Jonathan Bean is founder and chief executive, and a director since December 2020. [Round 4, 30 Oct 2026] programme: DfT T-TRIG 2021 project participant (no AI use stated in that project) [Labs Round 7, 30 Oct 2026] Listed on Labs (Materials science): Cambridge AI and quantum-mechanics spin-out building datasets and machine-learning tools to forecast how new materials will perform; founder and chief executive Jonathan Bean; £2m 2023 already on site (DEAL-LB-090) [Labs Round 8, 31 Oct 2026] what_it_does: Cambridge AI and quantum-mechanics spin-out building datasets and machine-learning tools that predict how new material compositions will perform [Labs Round 8, 31 Oct 2026] founders: Jonathan Bean — founder and CEO; theoretical physicist, University of Cambridge [Labs Round 8, 31 Oct 2026] status_now: materialsnexus.com now redirects (302) to matnex.ai, which brands the company \"MatNex\"; current focus rare-earth-free magnets, with fluids, semiconductors, batteries and superconductors named as later areas — possible rename, lead to verify",
   "uk_status": "uk",
   "company": {
    "ch_number": "13057449",
    "registered_office": "Salisbury House, Station Road, Cambridge, Cambridgeshire, United Kingdom, CB1 2LA",
    "incorporated": "2 December 2020",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "13057449",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/13057449",
    "ch_note": null,
    "ch_name": "MATERIALS NEXUS LIMITED",
    "legal_name": "MATERIALS NEXUS LIMITED",
    "status_registry": "Active",
    "sic_codes": [
     "72190 Other R&D on natural sciences and engineering"
    ]
   },
   "place": {
    "text": "Cambridge (CB1 2LA; lat/lng null)",
    "postcode": "CB1 2LA",
    "lat": 52.194995,
    "lng": 0.134061,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Jonathan Bean",
     "role": "founder and chief executive (2023); director since 2020-12-02",
     "from": null,
     "source": "https://find-and-update.company-information.service.gov.uk/company/13057449/officers"
    },
    {
     "name": "Jonathan Bean",
     "role": "founder and chief executive",
     "from": null,
     "source": "https://www.uktech.news/ai/materials-nexus-2m-funding-20230726",
     "round4": true
    },
    {
     "name": "Jonathan Bean",
     "role": "Founder and CEO",
     "from": "as of 2023-07-26",
     "source": "https://www.uktech.news/ai/materials-nexus-2m-funding-20230726",
     "round4": true
    },
    {
     "name": "Robert Forrest",
     "role": "CTO and co-founder",
     "from": null,
     "source": "https://www.matnex.ai/",
     "round4": true
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 2000000,
     "currency": "GBP",
     "date": "2023-07-26",
     "detail": "led by Ada Ventures (single source)",
     "raw": "funding_round: 2000000 GBP 2023-07-26 — led by Ada Ventures (single source)",
     "amount_gbp": 2000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£2m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation"
   ],
   "sectors": [
    "materials science"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "industry",
   "function": "Machine-learning and quantum-mechanics software that predicts how new material compositions will perform, to cut lab experiments.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/ai/materials-nexus-2m-funding-20230726",
    "https://find-and-update.company-information.service.gov.uk/company/13057449",
    "https://find-and-update.company-information.service.gov.uk/company/13057449/officers",
    "https://assets.publishing.service.gov.uk/media/64bf8d179c2df0000d94035b/transport-trig-2021-project-outcomes.pdf",
    "https://matnex.ai/",
    "https://matnex.ai/news/matnex-and-viridien-partner-to-accelerate-ai-powered-materials-discovery",
    "https://matnex.ai/news",
    "https://www.matnex.ai/",
    "https://arxiv.org/abs/2604.08143"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/ai/materials-nexus-2m-funding-20230726",
     "quotes": [
      "The spinout has created datasets and machine learning tools that can forecast how new compositions of materials will perform."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/13057449",
     "quotes": [
      "MATERIALS NEXUS LIMITED",
      "Active",
      "Incorporated on 2 December 2020"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/13057449/officers",
     "quotes": [
      "BEAN, Jonathan Joseph, Dr.",
      "Director",
      "2 December 2020"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://assets.publishing.service.gov.uk/media/64bf8d179c2df0000d94035b/transport-trig-2021-project-outcomes.pdf",
     "quotes": [
      "Materials Nexus"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://matnex.ai/",
     "quotes": [
      "the first expression of the platform, not the limit."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://matnex.ai/news/matnex-and-viridien-partner-to-accelerate-ai-powered-materials-discovery",
     "quotes": [
      "MatNex and Viridien are partnering to rapidly scale computational capacity"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://matnex.ai/news",
     "quotes": [
      "UKAEA awarded MatNex a contract for project SHINE"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.matnex.ai/",
     "quotes": [
      "The next industrial era will be designed, not discovered."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://arxiv.org/abs/2604.08143",
     "quotes": [
      "The model learns physically consistent and transferable representations of magnetic behaviour"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB1 2LA; lat/lng null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    },
    {
     "kind": "funded_by",
     "name": "Ada Ventures"
    },
    {
     "kind": "funded_by",
     "name": "High-Tech Gründerfonds"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-FIN-704",
   "name": "FALKIN",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Companies House shows FALKIN Limited active on 29 October 2026.",
   "one_line": "AI tools, built into apps such as banking apps, that spot scammers' manipulation tactics before people make payments.",
   "description": "Start-up building AI digital-safety tools that analyse manipulation techniques and can be embedded in other apps, such as banking apps, as a layer against fraud. UKTN reported $2 million (£1.5 million) of pre-seed funding in November 2025 led by TriplePoint Ventures, with Notion Capital, Aviva/Founders Factory, Haatch and others. Boaz Valkin was named as co-founder and Joel Frisch as co-founder and chief operating officer. Companies House shows FALKIN Limited, incorporated September 2024 with a St Albans registered office, active, with both as directors. UKTN did not state the company's base. [Round 4, 30 Oct 2026] place: London",
   "uk_status": "uk",
   "company": {
    "ch_number": "15971664",
    "registered_office": "Arquen House, 4-6 Spicer Street, St. Albans, England, AL3 4PQ",
    "incorporated": "2024-09-23",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "15971664",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/15971664",
    "ch_note": null
   },
   "place": {
    "text": "St Albans (registered office AL3 4PQ; lat/lng null)",
    "postcode": "AL3 4PQ",
    "lat": 51.751986,
    "lng": -0.342585,
    "region": "England: East of England",
    "admin_district": "St Albans",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Boaz Valkin",
     "role": "co-founder (2025); director since 2024-09-23",
     "from": null,
     "source": "https://find-and-update.company-information.service.gov.uk/company/15971664/officers"
    },
    {
     "name": "Joel Frisch",
     "role": "co-founder and chief operating officer (2025); director since 2025-03-14",
     "from": "same source",
     "source": null
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 2000000,
     "currency": "USD",
     "date": "2025-11-11",
     "detail": "pre-seed led by TriplePoint Ventures (single source)",
     "raw": "funding_round: 2000000 USD 2025-11-11 — pre-seed led by TriplePoint Ventures (single source)",
     "amount_gbp": 1518257,
     "fx_rate": 1.3173,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3173 per £ on 2025-11-11",
     "fx_date": "2025-11-11",
     "fx_note": "",
     "txt": "US$2m",
     "gbp_txt": "£1.5m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "AI security and assurance",
    "Natural language applications"
   ],
   "sectors": [
    "fraud prevention",
    "financial services"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "finance",
   "function": "AI tools, built into apps such as banking apps, that spot scammers' manipulation tactics before people make payments.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/cybersecurity/startup-using-ai-to-detect-scammer-tactics-secures-1-5m-pre-seed-20251111",
    "https://find-and-update.company-information.service.gov.uk/company/15971664",
    "https://find-and-update.company-information.service.gov.uk/company/15971664/officers",
    "https://www.uktech.news/funding/uk-tech-funding-roundup-zilch-ai-score-20251114"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/cybersecurity/startup-using-ai-to-detect-scammer-tactics-secures-1-5m-pre-seed-20251111",
     "quotes": [
      "AI digital safety tools to analyse manipulation techniques",
      "has secured $2m (£1.5m) in pre-seed funding."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/15971664",
     "quotes": [
      "FALKIN LIMITED",
      "Active",
      "Incorporated on 23 September 2024"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/15971664/officers",
     "quotes": [
      "VALKIN, Boaz Ariel",
      "Director",
      "23 September 2024",
      "FRISCH, Joel",
      "14 March 2025"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/funding/uk-tech-funding-roundup-zilch-ai-score-20251114",
     "quotes": [
      "AI digital safety tools to prevent scams before payments are made"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "AI security and assurance",
    "Natural language applications"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "St Albans (registered office AL3 4PQ; lat/lng null)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-TAL-190",
     "name": "Founders Factory",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-190",
     "page_label": "Talent"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2031",
     "name": "BackFuture Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2031",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2031",
     "name": "BackFuture Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2031",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2102",
     "name": "Found Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2102",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2102",
     "name": "Found Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2102",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2104",
     "name": "Founders Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2104",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2104",
     "name": "Founders Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2104",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2119",
     "name": "Haatch",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2119",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2119",
     "name": "Haatch",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2119",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-INV-2190",
     "name": "Notion Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2190",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2190",
     "name": "Notion Capital",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2190",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: portfolio_of",
     "id": "BIZ-TAL-190",
     "name": "Founders Factory",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-190",
     "page_label": "Talent"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-TAL-190",
     "name": "Founders Factory",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-190",
     "page_label": "Talent"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "TriplePoint Ventures"
    },
    {
     "kind": "funded_by",
     "name": "Notion Capital"
    },
    {
     "kind": "funded_by",
     "name": "Haatch"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-OTH-726",
   "name": "RoboK",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Companies House shows RoboK Limited active on 29 October 2026.",
   "one_line": "Adds AI to existing CCTV cameras so they can detect events and hazards automatically.",
   "description": "Cambridge company, founded in 2017, developing technology to incorporate AI into CCTV systems. UKTN's funding round-up of 10 January 2025 listed a £1 million UKRI grant. Companies House shows RoboK Limited, incorporated September 2017, active, at St John's Innovation Centre, Cambridge. [Round 4, 30 Oct 2026] programme: Freight Innovation Fund first-round winner (published 11 Apr 2023)",
   "uk_status": "uk",
   "company": {
    "ch_number": "10945246",
    "registered_office": "St John's Innovation Centre, Cowley Road, Cambridge, Cambridgeshire, England, CB4 0WS",
    "incorporated": "2017-09-04",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "10945246",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/10945246",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB4 0WS; lat/lng null)",
    "postcode": "CB4 0WS",
    "lat": 52.234909,
    "lng": 0.153433,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [
    {
     "kind": "grant",
     "amount": 1000000,
     "currency": "GBP",
     "date": "2025-01-10",
     "detail": "UKRI grant (single source)",
     "raw": "grant: 1000000 GBP 2025-01-10 — UKRI grant (single source)",
     "amount_gbp": 1000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£1m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems"
   ],
   "sectors": [
    "security",
    "video analytics"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "other",
   "function": "Adds AI to existing CCTV cameras so they can detect events and hazards automatically.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/funding/uk-tech-funding-roundup-this-weeks-deals-from-verdiva-to-robok-20250110",
    "https://find-and-update.company-information.service.gov.uk/company/10945246",
    "https://www.gov.uk/government/publications/freight-innovation-fund-winning-projects/freight-freight-innovation-fund-first-round-winning-projects"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/funding/uk-tech-funding-roundup-this-weeks-deals-from-verdiva-to-robok-20250110",
     "quotes": [
      "Founded in 2017, RoboK is developing technology to incorporate AI into CCTV systems."
     ],
     "accessed": "2026-10-29",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10945246",
     "quotes": [
      "ROBOK LIMITED",
      "Active",
      "Incorporated on 4 September 2017"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/publications/freight-innovation-fund-winning-projects/freight-freight-innovation-fund-first-round-winning-projects",
     "quotes": [
      "use of their artificial intelligence system to generate insights from existing video data"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB4 0WS; lat/lng null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "UKRI"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-SU-IND-806"
   ]
  },
  {
   "id": "BIZ-SU-IND-806",
   "name": "RoboK",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Companies House shows RoboK Limited active, with a confirmation statement dated 27 March 2026.",
   "one_line": "Software that uses AI to watch CCTV footage in real time and flag unsafe behaviour and hazards at work sites.",
   "description": "RoboK is a University of Cambridge spinout led by co-founder and chief executive Hao Zheng. Its software analyses CCTV footage in real time, detecting patterns among people, vehicles and objects to flag hazards such as unsafe work behaviour. UKTN reported $2.1m (£1.7m) of grant and equity funding in June 2023, led by Cambridge Enterprise, with Bristol Port Company, u-blox and Amadeus Capital Partners. RoboK Limited is registered at St John's Innovation Centre, Cambridge.",
   "uk_status": "uk",
   "company": {
    "ch_number": "10945246",
    "registered_office": "St John's Innovation Centre, Cowley Road, Cambridge, Cambridgeshire, England, CB4 0WS",
    "incorporated": "2017-09-04",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "10945246",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/10945246",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB4 0WS; null; null)",
    "postcode": "CB4 0WS",
    "lat": 52.234909,
    "lng": 0.153433,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Hao Zheng",
     "role": "co-founder and chief executive (as of 2023)",
     "from": null,
     "source": "https://www.uktech.news/ai/robok-funding-20230629"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 2100000,
     "currency": "USD",
     "date": "2023-06",
     "detail": "grant and equity, led by Cambridge Enterprise (reported as £1.7m)",
     "raw": "funding_round: 2100000 USD 2023-06 — grant and equity, led by Cambridge Enterprise (reported as £1.7m)",
     "amount_gbp": 1676781,
     "fx_rate": 1.2524,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.2524 per £ on 2023-06-01",
     "fx_date": "2023-06-01",
     "fx_note": "month only given: rate for the 1st",
     "txt": "US$2.1m",
     "gbp_txt": "£1.7m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems"
   ],
   "sectors": [
    "workplace safety",
    "video analytics"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": "BIZ-SU-OTH-726",
   "package1_id": null,
   "type": "Companies",
   "category": "industry",
   "function": "Software that uses AI to watch CCTV footage in real time and flag unsafe behaviour and hazards at work sites.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/ai/robok-funding-20230629",
    "https://find-and-update.company-information.service.gov.uk/company/10945246"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/ai/robok-funding-20230629",
     "quotes": [
      "RoboK, a University of Cambridge spinout using AI to analyse security footage for incidents in real-time,"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10945246",
     "quotes": [
      "ROBOK LIMITED",
      "Active",
      "Incorporated on 4 September 2017",
      "62012 - Business and domestic software development"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB4 0WS; null; null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    },
    {
     "kind": "funded_by",
     "name": "Cambridge Enterprise"
    },
    {
     "kind": "funded_by",
     "name": "Amadeus Capital Partners"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-SU-OTH-726"
   ]
  },
  {
   "id": "BIZ-SU-IND-808",
   "name": "Spotta",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Companies House shows Spotta Limited active, with a confirmation statement dated 6 March 2026.",
   "one_line": "Sensors that use machine learning to detect bedbugs and crop pests early, for hotels and farms.",
   "description": "Spotta is a Cambridge company led by co-founder and chief executive Robert Fryers. Its sensors, installed in hotel rooms and fields, use machine learning to monitor continuously for infestation and report when, where and what type of insects are active. UKTN reported a £3m round in December 2023 from The Yield Lab, STIHL Ventures and ACF Investors. The company was called Omma.tech Limited until September 2019.",
   "uk_status": "uk",
   "company": {
    "ch_number": "11240610",
    "registered_office": "2, Murdoch House, Garlic Row, Cambridge, England, CB5 8HW",
    "incorporated": "2018-03-07",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "11240610",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/11240610",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB5 8HW; null; null)",
    "postcode": "CB5 8HW",
    "lat": 52.213584,
    "lng": 0.148302,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Robert Fryers",
     "role": "co-founder and chief executive; director since 2018-03-07",
     "from": null,
     "source": "https://www.uktech.news/agtech/spotta-bedbug-funding-20231215"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 3000000,
     "currency": "GBP",
     "date": "2023-12",
     "detail": "The Yield Lab, STIHL Ventures, ACF Investors",
     "raw": "funding_round: 3000000 GBP 2023-12 — The Yield Lab, STIHL Ventures, ACF Investors",
     "amount_gbp": 3000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£3m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Perceptual systems"
   ],
   "sectors": [
    "pest control",
    "agriculture",
    "hospitality"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "industry",
   "function": "Sensors that use machine learning to detect bedbugs and crop pests early, for hotels and farms.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/agtech/spotta-bedbug-funding-20231215",
    "https://find-and-update.company-information.service.gov.uk/company/11240610",
    "https://find-and-update.company-information.service.gov.uk/company/11240610/officers"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/agtech/spotta-bedbug-funding-20231215",
     "quotes": [
      "use machine learning to continuously monitor for infestation",
      "Spotta co-founder and CEO Robert Fryers"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/11240610",
     "quotes": [
      "SPOTTA LIMITED",
      "Active",
      "Incorporated on 7 March 2018",
      "OMMA.TECH LIMITED"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/11240610/officers",
     "quotes": [
      "FRYERS, Robert John Clayton",
      "Director",
      "7 March 2018"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Perceptual systems"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB5 8HW; null; null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "The Yield Lab"
    },
    {
     "kind": "funded_by",
     "name": "STIHL Ventures"
    },
    {
     "kind": "funded_by",
     "name": "ACF Investors"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-FIN-802",
   "name": "Theia Insights",
   "bucket": "co",
   "status": "active",
   "status_date": null,
   "status_detail": "Companies House shows Theia Insights Ltd active, with a confirmation statement dated 31 March 2026; a US company, Theia Insights, Inc., opened a UK establishment on 1 April 2023.",
   "one_line": "AI that builds risk models, portfolio analytics and industry classifications for investors and banks.",
   "description": "Theia Insights was founded in Cambridge in 2022 by former Amazon Alexa scientist Dr Ye Tian. Its platform uses AI to generate risk models, portfolio analytics and industry classification insights for wealth managers, ETF issuers, index providers and banks. UKTN reported a $6.5m (£5.1m) round led by Unusual Ventures in March 2024, with Fidelity International Strategic Ventures and Clocktower Ventures. Companies House also lists Theia Insights, Inc. (Delaware) with a Cambridge UK establishment.",
   "uk_status": "uk",
   "company": {
    "ch_number": "14082514",
    "registered_office": "Wellington House, East Road, Cambridge, England, CB1 1BH",
    "incorporated": "2022-05-03",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "14082514",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/14082514",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB1 1BH; null; null)",
    "postcode": "CB1 1BH",
    "lat": 52.203489,
    "lng": 0.13179,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Dr Ye Tian",
     "role": "founder (as of 2024)",
     "from": null,
     "source": "https://www.uktech.news/fintech/theia-insights-ai-investment-analysis-20240306"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 6500000,
     "currency": "USD",
     "date": "2024-03",
     "detail": "led by Unusual Ventures (reported as £5.1m)",
     "raw": "funding_round: 6500000 USD 2024-03 — led by Unusual Ventures (reported as £5.1m)",
     "amount_gbp": 5137528,
     "fx_rate": 1.2652,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.2652 per £ on 2024-03-01",
     "fx_date": "2024-03-01",
     "fx_note": "month only given: rate for the 1st",
     "txt": "US$6.5m",
     "gbp_txt": "£5.1m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Natural language applications",
    "Knowledge generation"
   ],
   "sectors": [
    "investment analytics",
    "fintech"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "finance",
   "function": "AI that builds risk models, portfolio analytics and industry classifications for investors and banks.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/fintech/theia-insights-ai-investment-analysis-20240306",
    "https://find-and-update.company-information.service.gov.uk/company/14082514"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/fintech/theia-insights-ai-investment-analysis-20240306",
     "quotes": [
      "Theia Insights, an AI fintech startup providing information for financial professionals, has raised $6.5m (£5.1m)."
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/14082514",
     "quotes": [
      "THEIA INSIGHTS LTD",
      "Active",
      "Incorporated on 3 May 2022"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Natural language applications",
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB1 1BH; null; null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Unusual Ventures"
    },
    {
     "kind": "funded_by",
     "name": "Fidelity International Strategic Ventures"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-HLT-805",
   "name": "Big Picture Bio",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-09",
   "status_detail": "tech.eu reported in September 2026 that Big Picture Bio emerged from stealth with €2.55m; Companies House shows the company active, incorporated 26 January 2026.",
   "one_line": "Biotech start-up using AI to design combinations of cancer drugs.",
   "description": "Big Picture Bio is a UK biotech start-up that develops AI-designed cancer drug combinations. tech.eu reported in September 2026 that it emerged from stealth with €2.55m; investors were not named. Companies House shows Big Picture Bio Limited, registered care of Deep Science Ventures and called Masar Bio Limited until 12 February 2026. Founders were not named in the source read.",
   "uk_status": "uk",
   "company": {
    "ch_number": "16987710",
    "registered_office": "C/O Deep Science Ventures, 46-54 High Street, Ingatestone, Essex, United Kingdom, CM4 9DW",
    "incorporated": "2026-01-26",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "16987710",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/16987710",
    "ch_note": null
   },
   "place": {
    "text": "Ingatestone (registered office, CM4 9DW; null; null)",
    "postcode": "CM4 9DW",
    "lat": 51.671339,
    "lng": 0.385829,
    "region": "England: East of England",
    "admin_district": "Brentwood",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [
    {
     "kind": "funding_round",
     "amount": 2550000,
     "currency": "EUR",
     "date": "2026-09",
     "detail": "investors not named",
     "raw": "funding_round: 2550000 EUR 2026-09 — investors not named",
     "amount_gbp": 2184154,
     "fx_rate": 1.1675,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), €1.1675 per £ on 2026-09-01",
     "fx_date": "2026-09-01",
     "fx_note": "month only given: rate for the 1st",
     "txt": "€2.5m",
     "gbp_txt": "£2.2m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Knowledge generation"
   ],
   "sectors": [
    "drug discovery",
    "oncology"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "health",
   "function": "Biotech start-up using AI to design combinations of cancer drugs.",
   "affiliation": "Start-ups",
   "sources": [
    "https://tech.eu/2026/09/21/european-tech-weekly-recap-over-eur17b-invested-across-70-deals",
    "https://find-and-update.company-information.service.gov.uk/company/16987710"
   ],
   "source_quotes": [
    {
     "url": "https://tech.eu/2026/09/21/european-tech-weekly-recap-over-eur17b-invested-across-70-deals",
     "quotes": [
      "UK: Big Picture Bio emerges from stealth with €2.55M to develop AI-designed cancer drug combinations"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/16987710",
     "quotes": [
      "BIG PICTURE BIO LIMITED",
      "Active",
      "Incorporated on 26 January 2026",
      "MASAR BIO LIMITED"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Knowledge generation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Ingatestone (registered office, CM4 9DW; null; null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "Deep Science Ventures (registered care of)"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-FIN-804",
   "name": "i23",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-29",
   "status_detail": "tech.eu reported on 29 October 2026 a £4.9m seed round; Companies House shows i23 Group Limited incorporated on 15 September 2026 with Bim Afolami and Anand Sambasivan as directors.",
   "one_line": "AI-native insurance broker building software to take over brokers' routine administrative work.",
   "description": "i23 was launched by Bim Afolami, economic secretary to the Treasury in 2023–24, with Anand Sambasivan (co-founder of PrimaryBid), Mike Coombes and Salman Valibeik. It is building an AI-native insurance broker and an AI operating model for brokers' routine administration. tech.eu, citing Sky News, reported a £4.9m seed round on 29 October 2026, jointly led by Four Cities Capital with Outward VC, Seedcamp and Insiders Ventures. The holding company, i23 Group Limited, is registered in St Albans.",
   "uk_status": "uk",
   "company": {
    "ch_number": "17460902",
    "registered_office": "Arquen House, 4-6 Spicer Street, St. Albans, England, AL3 4PQ",
    "incorporated": "2026-09-15",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "17460902",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/17460902",
    "ch_note": null
   },
   "place": {
    "text": "St Albans (registered office, AL3 4PQ; null; null)",
    "postcode": "AL3 4PQ",
    "lat": 51.751986,
    "lng": -0.342585,
    "region": "England: East of England",
    "admin_district": "St Albans",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Bim Afolami",
     "role": "founder; director (Abimbola Olubunmi Edet Afolami) since 2026-09-15",
     "from": null,
     "source": "https://tech.eu/2026/10/29/former-uk-government-minister-afolami-raises-ps5m-for-ai-insurance-broker-startup"
    },
    {
     "name": "Anand Sambasivan",
     "role": "co-founder; director since 2026-09-15",
     "from": null,
     "source": "https://tech.eu/2026/10/29/former-uk-government-minister-afolami-raises-ps5m-for-ai-insurance-broker-startup"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 4900000,
     "currency": "GBP",
     "date": "2026-10",
     "detail": "seed jointly led by Four Cities Capital; Outward VC, Seedcamp, Insiders Ventures",
     "raw": "funding_round: 4900000 GBP 2026-10 — seed jointly led by Four Cities Capital; Outward VC, Seedcamp, Insiders Ventures",
     "amount_gbp": 4900000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£4.9m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Autonomous and agent systems",
    "AI implementation"
   ],
   "sectors": [
    "insurance broking"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "finance",
   "function": "AI-native insurance broker building software to take over brokers' routine administrative work.",
   "affiliation": "Start-ups",
   "sources": [
    "https://tech.eu/2026/10/29/former-uk-government-minister-afolami-raises-ps5m-for-ai-insurance-broker-startup",
    "https://find-and-update.company-information.service.gov.uk/company/17460902",
    "https://find-and-update.company-information.service.gov.uk/company/17460902/officers"
   ],
   "source_quotes": [
    {
     "url": "https://tech.eu/2026/10/29/former-uk-government-minister-afolami-raises-ps5m-for-ai-insurance-broker-startup",
     "quotes": [
      "The startup has raised £4.9m in seed funding, according to Sky News, which first reported the news.",
      "We are building an AI-native insurance broker."
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/17460902",
     "quotes": [
      "I23 GROUP LIMITED",
      "Active",
      "Incorporated on 15 September 2026",
      "64205"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/17460902/officers",
     "quotes": [
      "AFOLAMI, Abimbola Olubunmi Edet",
      "15 September 2026",
      "SAMBASIVAN, Anand",
      "15 September 2026"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Autonomous and agent systems",
    "AI implementation"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "St Albans (registered office, AL3 4PQ; null; null)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-202",
     "name": "Seedcamp",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-202",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Four Cities Capital"
    },
    {
     "kind": "funded_by",
     "name": "Outward VC"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-EDU-801",
   "name": "Sainaptic",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10",
   "status_detail": "tech.eu reported a £1m raise in the week to 19 October 2026; Companies House shows Sainaptic Limited active.",
   "one_line": "AI-assisted marking of students' written work.",
   "description": "Sainaptic is a UK education-technology company that tech.eu listed in October 2026 as raising £1m to expand its AI-assisted marking technology; investors were not named. Sainaptic Limited is registered in Great Shelford, Cambridge. People were not named in the source read.",
   "uk_status": "uk",
   "company": {
    "ch_number": "12696882",
    "registered_office": "C/O Windsor House, Station Court, Station Road, Great Shelford, Cambridge, United Kingdom, CB22 5NE",
    "incorporated": "2020-06-25",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "12696882",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/12696882",
    "ch_note": null
   },
   "place": {
    "text": "Cambridge (CB22 5NE; null; null)",
    "postcode": "CB22 5NE",
    "lat": 52.14932,
    "lng": 0.139696,
    "region": "England: East of England",
    "admin_district": "South Cambridgeshire",
    "geocoded": "postcodes.io"
   },
   "people": [],
   "money": [
    {
     "kind": "funding_round",
     "amount": 1000000,
     "currency": "GBP",
     "date": "2026-10",
     "detail": "investors not named",
     "raw": "funding_round: 1000000 GBP 2026-10 — investors not named",
     "amount_gbp": 1000000,
     "fx_rate": 1.0,
     "fx_source": "as published (GBP)",
     "fx_note": "",
     "txt": "£1m",
     "gbp_txt": ""
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Natural language applications"
   ],
   "sectors": [
    "education",
    "assessment"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "education",
   "function": "AI-assisted marking of students' written work.",
   "affiliation": "Start-ups",
   "sources": [
    "https://tech.eu/2026/10/19/european-tech-weekly-recap-more-than-65-tech-funding-deals-worth-over-eur18b",
    "https://find-and-update.company-information.service.gov.uk/company/12696882"
   ],
   "source_quotes": [
    {
     "url": "https://tech.eu/2026/10/19/european-tech-weekly-recap-more-than-65-tech-funding-deals-worth-over-eur18b",
     "quotes": [
      "UK: Sainaptic lands £1M to expand AI-assisted marking technology"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/12696882",
     "quotes": [
      "SAINAPTIC LIMITED",
      "Active",
      "Incorporated on 25 June 2020",
      "62012"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Natural language applications"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Cambridge (CB22 5NE; null; null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-OTH-820",
   "name": "VerbaFlo",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "UKTN reported a $7m seed round in March 2026; Companies House lists VerbaFlo Limited with Sayantan Biswas as a director and three directors appointed on 5 March 2026 (company page would not open). Companies House shows VERBAFLO LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "Conversational AI for residential lettings operators, automating enquiries, bookings, onboarding and resident contact.",
   "description": "VerbaFlo, founded in 2024 by Sayantan Biswas, is a real-estate platform built around conversational AI that automates leasing and operations and handles resident engagement across more than 40 use cases. UKTN reported a $7m (£5.24m) seed round in March 2026 led by Pi Labs, with Haatch, Navigate Ventures and Old College Capital; the UK is its home market, with expansion in Europe and the US. VerbaFlo Limited is registered in St Albans.",
   "uk_status": "uk",
   "company": {
    "ch_number": "16007307",
    "registered_office": "Arquen House, 4-6 Spicer Street, St. Albans, England, AL3 4PQ (from search listing)",
    "incorporated": "2024-10-09",
    "legal_form": "ltd",
    "owner_or_acquirer": null,
    "headcount": null,
    "ch_number_clean": "16007307",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/16007307",
    "ch_note": null
   },
   "place": {
    "text": "St Albans (registered office, AL3 4PQ; null; null)",
    "postcode": "AL3 4PQ",
    "lat": 51.751986,
    "lng": -0.342585,
    "region": "England: East of England",
    "admin_district": "St Albans",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Sayantan Biswas",
     "role": "founder; director since 2024-11-07",
     "from": null,
     "source": "https://www.uktech.news/proptech/verbaflo-real-estate-seed-20260318"
    }
   ],
   "money": [
    {
     "kind": "funding_round",
     "amount": 7000000,
     "currency": "USD",
     "date": "2026-03",
     "detail": "seed led by Pi Labs (reported as £5.24m)",
     "raw": "funding_round: 7000000 USD 2026-03 — seed led by Pi Labs (reported as £5.24m)",
     "amount_gbp": 5207171,
     "fx_rate": 1.3443,
     "fx_source": "Bank of England daily spot rate (series XUDLUSS, XUDLERS), US$1.3443 per £ on 2026-02-27",
     "fx_date": "2026-02-27",
     "fx_note": "month only given: rate for the 1st",
     "txt": "US$7m",
     "gbp_txt": "£5.2m"
    }
   ],
   "site": null,
   "product": null,
   "dsit_domains": [
    "Natural language applications",
    "Autonomous and agent systems"
   ],
   "sectors": [
    "residential lettings",
    "property management"
   ],
   "confidence": "verified",
   "checked": "2026-10-29",
   "as_of": "2026-10-29",
   "applied": null,
   "held": [],
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "other",
   "function": "Conversational AI for residential lettings operators, automating enquiries, bookings, onboarding and resident contact.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.uktech.news/proptech/verbaflo-real-estate-seed-20260318",
    "https://find-and-update.company-information.service.gov.uk/company/16007307/officers",
    "https://find-and-update.company-information.service.gov.uk/search?q=verbaflo",
    "https://find-and-update.company-information.service.gov.uk/company/16007307"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/proptech/verbaflo-real-estate-seed-20260318",
     "quotes": [
      "VerbaFlo, a real estate platform that centres conversational AI in its service, has raised a $7m (£5.24m) seed round."
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/16007307/officers",
     "quotes": [
      "BISWAS, Sayantan",
      "Director",
      "7 November 2024"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/search?q=verbaflo",
     "quotes": [
      "VERBAFLO LIMITED",
      "16007307",
      "Incorporated on 9 October 2024"
     ],
     "accessed": "2026-10-29",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/16007307",
     "quotes": [
      "VERBAFLO LIMITED | Company number 16007307 | Active"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [
    "Natural language applications",
    "Autonomous and agent systems"
   ],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "St Albans (registered office, AL3 4PQ; null; null)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Pi Labs"
    },
    {
     "kind": "funded_by",
     "name": "Haatch"
    },
    {
     "kind": "funded_by",
     "name": "Old College Capital"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-LAB-2013",
   "name": "Microsoft Research Cambridge",
   "bucket": "site",
   "status": "active",
   "status_date": "2026-10-30",
   "status_detail": null,
   "one_line": "Microsoft's Cambridge research lab; groups include Machine Intelligence, People-Centric AI and Future AI Infrastructure.",
   "description": "[Round 4, 30 Oct 2026] BIG TECH IN THE UK: Microsoft's research laboratory in Cambridge working on AI, cloud and productivity; named by Microsoft alongside Microsoft AI in London as its UK research base. [Labs Round 7, 30 Oct 2026] lab_director: Aditya Nori, Vice President and Lab Director; previously led the Machine Intelligence area at MSR Cambridge (accessed 2026-10-30) [Labs Round 7, 30 Oct 2026] research_groups: Four focus areas: Future AI Infrastructure (hardware for Microsoft's cloud and AI data centres); Machine Intelligence; People-Centric AI; Research Engineering (accessed 2026-10-30) [Labs Round 7, 30 Oct 2026] leadership_team: Austin Donnelly (Senior Principal Research Engineer Lead); Hitesh Ballani (Partner Research Manager); Katja Hofmann (Partner Research Manager); Rachel Howard (Director, Business Management & Ops); Siân Lindley (Senior Principal Research Manager); Ted Meeds (Senior Principal Research Manager) (accessed 2026-10-30) [Labs Round 7, 30 Oct 2026] sites: 21 Station Road, Cambridge CB1 2FB; 198 Cambridge Science Park, Milton Road, Cambridge CB4 0AB [Labs Round 7, 30 Oct 2026] former_director: Christopher Bishop, Lab Director 2015–2022; founded Microsoft Research AI for Science in 2022; now Microsoft Technical Fellow. His page does not state that AI for Science has a Cambridge team. [Labs Round 7, 30 Oct 2026] notable_outputs: Find My Things, a personalisable object recogniser (Daniela Massiceti and Martin Grayson, podcast 30 Sep 2024); Teachable AI prototype to help blind users find personal items (Cecily Morrison, 5 Dec 2023) [Labs Round 7, 30 Oct 2026] duplicate_flag: Same lab also on Big tech as BIZ-BIG-2026; merge or cross-reference [Labs Round 8, 31 Oct 2026] research_focus: Game Intelligence team \"has officially joined the larger People-Centric AI research area at Microsoft Research Cambridge\"; its WHAM/Muse work has since \"graduated into the Microsoft.AI product group\"",
   "uk_status": "foreign_with_uk_base",
   "company": null,
   "place": {
    "text": "Cambridge (CB1 2FB; also CB4 0AB)",
    "postcode": "CB1 2FB",
    "lat": 52.194726,
    "lng": 0.135526,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Aditya Nori",
     "role": "lab director",
     "from": null,
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Katja Hofmann",
     "role": "partner research manager",
     "from": null,
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Hitesh Ballani",
     "role": "partner research manager",
     "from": null,
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Aditya Nori",
     "role": "Vice President and Lab Director",
     "from": "as at 2026-10-30",
     "source": "https://www.microsoft.com/en-us/research/people/adityan/",
     "round4": true
    },
    {
     "name": "Christopher Bishop",
     "role": "Lab Director 2015–2022; now Microsoft Technical Fellow and founder of Microsoft Research AI for Science",
     "from": "2015",
     "source": "https://www.microsoft.com/en-us/research/people/cmbishop/",
     "round4": true
    },
    {
     "name": "Katja Hofmann",
     "role": "Partner Research Manager",
     "from": "as at 2026-10-30",
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Hitesh Ballani",
     "role": "Partner Research Manager",
     "from": "as at 2026-10-30",
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Siân Lindley",
     "role": "Senior Principal Research Manager",
     "from": "as at 2026-10-30",
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Ted Meeds",
     "role": "Senior Principal Research Manager",
     "from": "as at 2026-10-30",
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Austin Donnelly",
     "role": "Senior Principal Research Engineer Lead",
     "from": "as at 2026-10-30",
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Aditya Nori",
     "role": "Vice President and Lab Director",
     "from": "not stated",
     "source": "https://www.microsoft.com/en-us/research/people/adityan/",
     "round4": true
    },
    {
     "name": "Katja Hofmann",
     "role": "Partner Research Manager",
     "from": "not stated",
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Hitesh Ballani",
     "role": "Partner Research Manager",
     "from": "not stated",
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Siân Lindley",
     "role": "Senior Principal Research Manager",
     "from": "not stated",
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Ted Meeds",
     "role": "Senior Principal Research Manager",
     "from": "not stated",
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    },
    {
     "name": "Austin Donnelly",
     "role": "Senior Principal Research Engineer Lead",
     "from": "not stated",
     "source": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "corporate research labs",
   "function": "Microsoft's Cambridge research lab; groups include Machine Intelligence, People-Centric AI and Future AI Infrastructure.",
   "affiliation": "Labs",
   "sources": [
    "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
    "https://www.microsoft.com/en-us/research/project/alexandria/groups/",
    "https://blogs.microsoft.com/on-the-issues/2025/09/16/microsoft-30-billion-uk-ai-future/",
    "https://blogs.microsoft.com/blog/2024/04/07/announcing-new-microsoft-ai-hub-in-london/",
    "https://www.microsoft.com/en-us/research/people/adityan/",
    "https://www.microsoft.com/en-us/research/people/cmbishop/",
    "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/news-and-awards/?facet%5Btax%5D%5Bnews-tab-types%5D%5B%5D=240054",
    "https://www.microsoft.com/en-us/research/group/game-intelligence/",
    "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/projects/",
    "https://www.microsoft.com/en-us/research/project/wham/",
    "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/news-and-awards/"
   ],
   "source_quotes": [
    {
     "url": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/",
     "quotes": [
      "transform the world through deep research in areas of AI, confidential computing, healthcare"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.microsoft.com/en-us/research/project/alexandria/groups/",
     "quotes": [
      "Advanced machine learning research, grounded in trust, efficiency, capability."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://blogs.microsoft.com/on-the-issues/2025/09/16/microsoft-30-billion-uk-ai-future/",
     "quotes": [
      "through Microsoft Research in Cambridge and Microsoft AI in London, we're proud to contribute"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://blogs.microsoft.com/blog/2024/04/07/announcing-new-microsoft-ai-hub-in-london/",
     "quotes": [
      "some of the foremost researchers"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.microsoft.com/en-us/research/people/adityan/",
     "quotes": [
      "Aditya Nori is Vice President and Lab Director of Microsoft Research Cambridge,\" (also listed as Lab Director on https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/)"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.microsoft.com/en-us/research/people/cmbishop/",
     "quotes": [
      "Lab Director of Microsoft Research Cambridge from 2015 until 2022"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/news-and-awards/?facet%5Btax%5D%5Bnews-tab-types%5D%5B%5D=240054",
     "quotes": [
      "Abstracts: September 30, 2024"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.microsoft.com/en-us/research/group/game-intelligence/",
     "quotes": [
      "has officially joined the larger People-Centric AI research area at Microsoft Research Cambridge"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/projects/",
     "quotes": [
      "project list page (nine projects named; no verbatim quote captured)"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.microsoft.com/en-us/research/project/wham/",
     "quotes": [
      "a close collaboration between the People-Centric AI group at Microsoft Research and Xbox Game Studios' Ninja Theory"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/news-and-awards/",
     "quotes": [
      "news list (Memora, MicroLEDs, Ottobock)"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge (CB1 2FB; also CB4 0AB)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-BIG-009",
     "name": "Microsoft (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-009",
     "page_label": "Big tech in the UK"
    }
   ],
   "label_links": [],
   "degree": 2,
   "related_ids": [
    "BIZ-LAB-14080",
    "BIZ-LAB-14081"
   ]
  },
  {
   "id": "BIZ-LAB-2014",
   "name": "Nokia Bell Labs Cambridge",
   "bucket": "site",
   "status": "active",
   "status_date": "2026-10-30",
   "status_detail": null,
   "one_line": "Nokia Bell Labs site on West Cambridge campus working on multimodal AI and machine learning for IoT and wearables.",
   "description": "[Labs Round 7, 30 Oct 2026] site_leader: Bo Olofsson, Software Innovations for Industry Verticals & Site Leader (accessed 2026-10-30) [Labs Round 7, 30 Oct 2026] research_areas: Multimodal AI and machine learning for IoT and wearables; social computing; materials science. Academic ties listed: Oxford, UCL, Lancaster, Newcastle, King's College London [Labs Round 7, 30 Oct 2026] site: Broers Building, 21 J.J. Thomson Avenue, Cambridge CB3 0FA (West Cambridge campus). Nokia lists this address as one of two locations of its Artificial Intelligence Research Lab (AIRL), the other in New Providence, New Jersey [Labs Round 7, 30 Oct 2026] research_group: Pervasive Systems research; founding director Fahim Kawsar [Labs Round 7, 30 Oct 2026] partnership: Founding member, with the University of Cambridge, of the Centre for Mobile, Wearable Systems and Augmented Intelligence (announced 20 Jun 2018); hosts PhD and postdoctoral researchers",
   "uk_status": "foreign_with_uk_base",
   "company": null,
   "place": {
    "text": "Broers Building, 21 J.J. Thomson Avenue, Cambridge (CB3 0FA)",
    "postcode": "CB3 0FA",
    "lat": 52.20885,
    "lng": 0.090463,
    "region": "England: East of England",
    "admin_district": "Cambridge",
    "geocoded": "postcodes.io"
   },
   "people": [
    {
     "name": "Bo Olofsson",
     "role": "site leader",
     "from": null,
     "source": "https://nokia.com/bell-labs/about/locations/cambridge-uk",
     "round4": true
    },
    {
     "name": "Bo Olofsson",
     "role": "Software Innovations for Industry Verticals & Site Leader",
     "from": "as at 2026-10-30",
     "source": "https://www.nokia.com/bell-labs/about/locations/cambridge-uk/",
     "round4": true
    },
    {
     "name": "Fahim Kawsar",
     "role": "Founding Director of Pervasive Systems research",
     "from": "as at 2026-10-30",
     "source": "https://www.nokia.com/people/fahim-kawsar/",
     "round4": true
    },
    {
     "name": "Bo Olofsson",
     "role": "Software Innovations for Industry Verticals & Site Leader",
     "from": "not stated",
     "source": "https://www.nokia.com/bell-labs/about/locations/cambridge-uk/",
     "round4": true
    },
    {
     "name": "Fahim Kawsar",
     "role": "Founding Director of Pervasive Systems research (Cambridge, UK)",
     "from": "not stated",
     "source": "https://www.nokia.com/people/fahim-kawsar/",
     "round4": true
    },
    {
     "name": "Michael Eggleston",
     "role": "Data & Devices Group Leader",
     "from": "not stated",
     "source": "https://www.nokia.com/bell-labs/research/air-lab/data-and-devices/",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "corporate research labs",
   "function": "Nokia Bell Labs site on West Cambridge campus working on multimodal AI and machine learning for IoT and wearables.",
   "affiliation": "Labs",
   "sources": [
    "https://nokia.com/bell-labs/about/locations/cambridge-uk",
    "https://www.nokia.com/bell-labs/about/locations/cambridge-uk/",
    "https://www.nokia.com/bell-labs/research/air-lab/data-and-devices/",
    "https://www.nokia.com/people/fahim-kawsar/",
    "https://www.nokia.com/blog/collaborating-with-the-university-of-cambridge-to-advance-ai-supported-multi-sensory-personal-devices/"
   ],
   "source_quotes": [
    {
     "url": "https://nokia.com/bell-labs/about/locations/cambridge-uk",
     "quotes": [
      "multimodal artificial intelligence/ machine learning for IoT (Internet of Things) and wearables"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.nokia.com/bell-labs/about/locations/cambridge-uk/",
     "quotes": [
      "Software Innovations for Industry Verticals & Site Leader, Nokia Bell Labs Cambridge."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.nokia.com/bell-labs/research/air-lab/data-and-devices/",
     "quotes": [
      "Artificial Intelligence Research Lab (AIRL), Nokia Bell Labs, 21 JJ Thomson Ave., CB3 0FA, Cambridge, UK"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.nokia.com/people/fahim-kawsar/",
     "quotes": [
      "the Founding Director of Pervasive Systems research at Nokia Bell Labs, Cambridge, UK."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.nokia.com/blog/collaborating-with-the-university-of-cambridge-to-advance-ai-supported-multi-sensory-personal-devices/",
     "quotes": [
      "3 Research Departments and a total of 25 researchers"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Broers Building, 21 J.J. Thomson Avenue, Cambridge (CB3 0FA)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "part_of",
     "name": "Nokia"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-LAB-2015",
   "name": "Toshiba Europe Cambridge Research Laboratory",
   "bucket": "site",
   "status": "active",
   "status_date": "2026-10-30",
   "status_detail": null,
   "one_line": "Toshiba's Cambridge industrial research lab; groups include Language & Interaction, Vision & Learning, Embodied AI and Quantum Information.",
   "description": "[Labs Round 7, 30 Oct 2026] founded: 1991, as Toshiba Cambridge Research Centre [Labs Round 7, 30 Oct 2026] research_groups: Three teams: Quantum Information; Language and Interaction (LIG); Vision and Learning (VLG). LIG and VLG form its Embodied AI work and grew from the former Speech Technology Group (est. 2002) and Computer Vision Group [Labs Round 7, 30 Oct 2026] investment: Toshiba to invest £15m over five years in Embodied AI at CRL (17 Jun 2024); first industrial Embodied AI prototype planned for 2027 [Labs Round 7, 30 Oct 2026] leaders_history: Prof Sir Michael Pepper led the lab from its start until July 2007; Prof Roberto Cipolla took over in July 2007. The page names no current director. [Labs Round 7, 30 Oct 2026] research_staff: Chao Zhang (VLG, multi-modal foundation models); Rudra Poudel (VLG lead scientist, world models for reinforcement learning), as at 17 Jun 2024 [Labs Round 7, 30 Oct 2026] notable_outputs: CVPR 2024: Dialogue-Based Localization; ReCoRe. Interspeech 2024: Prompting Whisper for QA-driven zero-shot end-to-end spoken language understanding. WACV 2025: NPLMV-PS (neural point-light multi-view photometric stereo). ACL 2025 workshops: ToolReAGt (tool retrieval for LLM agents); Conditional Multi-Stage Failure Recovery for Embodied Agents",
   "uk_status": "foreign_with_uk_base",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Roberto Cipolla",
     "role": "Took over leadership of the lab (current role not stated on page)",
     "from": "2007-07",
     "source": "https://www.toshiba.eu/cambridge-research-laboratory/about-us/",
     "round4": true
    },
    {
     "name": "Chao Zhang",
     "role": "Vision & Learning Group expert on multi-modal foundation models",
     "from": "as at 2024-06-17",
     "source": "https://www.toshiba.eu/cambridge-research-laboratory/news/toshibas-leading-cambridge-research-laboratory-crl-doubles-down-on-cutting-edge-embodied-ai-to-bring-ai-into-the-real-world/",
     "round4": true
    },
    {
     "name": "Rudra Poudel",
     "role": "Vision & Learning Group lead scientist, world models for reinforcement learning",
     "from": "as at 2024-06-17",
     "source": "https://www.toshiba.eu/cambridge-research-laboratory/news/toshibas-leading-cambridge-research-laboratory-crl-doubles-down-on-cutting-edge-embodied-ai-to-bring-ai-into-the-real-world/",
     "round4": true
    },
    {
     "name": "Roberto Cipolla",
     "role": "Leads the lab",
     "from": "2007-07",
     "source": "https://www.toshiba.eu/cambridge-research-laboratory/about-us/",
     "round4": true
    },
    {
     "name": "Rudra Poudel",
     "role": "Lead scientist, World Models for Reinforcement Learning, Vision & Learning Group",
     "from": "2024",
     "source": "https://www.toshiba.eu/cambridge-research-laboratory/news/toshibas-leading-cambridge-research-laboratory-crl-doubles-down-on-cutting-edge-embodied-ai-to-bring-ai-into-the-real-world/",
     "round4": true
    },
    {
     "name": "Chao Zhang",
     "role": "Multimodal foundation models, Vision & Learning Group",
     "from": "2024",
     "source": null,
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "corporate research labs",
   "function": "Toshiba's Cambridge industrial research lab; groups include Language & Interaction, Vision & Learning, Embodied AI and Quantum Information.",
   "affiliation": "Labs",
   "sources": [
    "https://www.toshiba.eu/eu/Cambridge-Research-Laboratory/Speech-Technology/",
    "https://www.toshiba.eu/cambridge-research-laboratory/about-us/",
    "https://www.toshiba.eu/cambridge-research-laboratory/news/toshibas-leading-cambridge-research-laboratory-crl-doubles-down-on-cutting-edge-embodied-ai-to-bring-ai-into-the-real-world/",
    "https://www.toshiba.eu/cambridge-research-laboratory/embodied-ai/"
   ],
   "source_quotes": [
    {
     "url": "https://www.toshiba.eu/eu/Cambridge-Research-Laboratory/Speech-Technology/",
     "quotes": [
      "building an ever-improving foundation of automated industrial Artificial Intelligence"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.toshiba.eu/cambridge-research-laboratory/about-us/",
     "quotes": [
      "was established in 1991"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.toshiba.eu/cambridge-research-laboratory/news/toshibas-leading-cambridge-research-laboratory-crl-doubles-down-on-cutting-edge-embodied-ai-to-bring-ai-into-the-real-world/",
     "quotes": [
      "fueled by a £15 million investment from Toshiba in the next five years into the field"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.toshiba.eu/cambridge-research-laboratory/embodied-ai/",
     "quotes": [
      "The Vision & Learning Group (VLG) focuses on learning from interaction in physical environments."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "part_of",
     "name": "Toshiba"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-BIG-2025",
   "name": "Equinix Hertfordshire data centre campus",
   "bucket": "site",
   "status": "pledge announced",
   "status_date": "2025-11-20",
   "status_detail": null,
   "one_line": "Equinix's £4bn commitment to build and run a data centre campus in Hertfordshire, announced November 2025.",
   "description": null,
   "uk_status": "foreign_with_uk_base",
   "company": null,
   "place": {
    "text": "Hertfordshire (—)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "investment pledges",
   "function": "Equinix's £4bn commitment to build and run a data centre campus in Hertfordshire, announced November 2025.",
   "affiliation": "Big tech in the UK",
   "sources": [
    "https://www.gov.uk/government/news/ai-to-power-national-renewal-as-government-announces-billions-of-additional-investment-and-new-plans-to-boost-uk-businesses-jobs-and-innovation"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/news/ai-to-power-national-renewal-as-government-announces-billions-of-additional-investment-and-new-plans-to-boost-uk-businesses-jobs-and-innovation",
     "quotes": [
      "£4 billion commitment to constructing and operating a high-performance data centre campus in Hertfordshire."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "big-tech"
    }
   ],
   "div_label": "Big tech in the UK",
   "location": "Hertfordshire (—)",
   "status_group": "pledge announced",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-DC-030",
     "name": "Equinix (UK)",
     "page": "data-centres",
     "href": "../../data-centres/#org=BIZ-DC-030",
     "page_label": "Data centres"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-BIG-2033",
   "name": "Dawn supercomputer build and upgrade (Dell, Intel, AMD for the University of Cambridge)",
   "bucket": "part",
   "status": "upgrade announced",
   "status_date": "2026-01-26",
   "status_detail": null,
   "one_line": "Cambridge AI supercomputer built by Dell with 1,024 Intel Max 1550 GPUs; January 2026 upgrade adds AMD MI355X GPUs with £36m government funding.",
   "description": "[Big tech Round 1, 30 Oct 2026] Dawn: co-designed by the University of Cambridge (Cambridge Open Zettascale Lab), UKAEA, Dell and Intel, with over 1,000 Intel Data Center GPU Max accelerators; sister system to Isambard-AI in the AI Research Resource, used for fusion, climate and materials work. (Big tech file, line 166; no source link given.)",
   "uk_status": "foreign_with_uk_base",
   "company": null,
   "place": {
    "text": "University of Cambridge (—)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Partnerships and contracts",
   "category": "government partnerships",
   "function": "Cambridge AI supercomputer built by Dell with 1,024 Intel Max 1550 GPUs; January 2026 upgrade adds AMD MI355X GPUs with £36m government funding.",
   "affiliation": "Big tech in the UK",
   "sources": [
    "https://www.gov.uk/government/publications/ai-research-resource/airr-advanced-supercomputers-for-the-uk",
    "https://www.gov.uk/government/news/cambridge-supercomputer-set-to-get-6-times-more-powerful-as-government-backs-british-ai-innovation"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/publications/ai-research-resource/airr-advanced-supercomputers-for-the-uk",
     "quotes": [
      "powered by 1,024 Intel Data Centre graphics processing unit (GPU (Graphics Processing Unit)) Max 1550 GPUs"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/cambridge-supercomputer-set-to-get-6-times-more-powerful-as-government-backs-british-ai-innovation",
     "quotes": [
      "By integrating Dell PowerEdge servers with AMD’s latest MI355X accelerators into the DAWN supercomputer"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Partnerships and contracts",
     "div": "big-tech"
    }
   ],
   "div_label": "Big tech in the UK",
   "location": "University of Cambridge (—)",
   "status_group": "upgrade announced",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-BIG-2032",
     "name": "Dell Technologies (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-2032",
     "page_label": "Big tech in the UK"
    },
    {
     "kind": "partner_of",
     "id": "BIZ-BIG-2034",
     "name": "Intel (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-2034",
     "page_label": "Big tech in the UK"
    },
    {
     "kind": "partner_of",
     "id": "BIZ-INV-058",
     "name": "AMD (as investor)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-058",
     "page_label": "Investors"
    },
    {
     "kind": "part_of",
     "id": "BIZ-CLD-016",
     "name": "AI Research Resource (AIRR)",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-016",
     "page_label": "Cloud and compute"
    }
   ],
   "label_links": [
    {
     "kind": "supplies",
     "name": "University of Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-BIG-2035",
   "name": "Zenith supercomputer build (AMD, Dell Technologies and StackHPC)",
   "bucket": "part",
   "status": "listed in AI Research Resource",
   "status_date": "2025-07-17",
   "status_detail": null,
   "one_line": "University of Cambridge AI supercomputer in the AI Research Resource, built with AMD, Dell Technologies and UK firm StackHPC.",
   "description": null,
   "uk_status": "foreign_with_uk_base",
   "company": null,
   "place": {
    "text": "University of Cambridge (—)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Partnerships and contracts",
   "category": "government partnerships",
   "function": "University of Cambridge AI supercomputer in the AI Research Resource, built with AMD, Dell Technologies and UK firm StackHPC.",
   "affiliation": "Big tech in the UK",
   "sources": [
    "https://www.gov.uk/government/publications/ai-research-resource/airr-advanced-supercomputers-for-the-uk"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/publications/ai-research-resource/airr-advanced-supercomputers-for-the-uk",
     "quotes": [
      "Built in partnership with AMD, Dell Technologies and StackHPC"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Partnerships and contracts",
     "div": "big-tech"
    }
   ],
   "div_label": "Big tech in the UK",
   "location": "University of Cambridge (—)",
   "status_group": "listed in AI Research Resource",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-INV-058",
     "name": "AMD (as investor)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-058",
     "page_label": "Investors"
    },
    {
     "kind": "partner_of",
     "id": "BIZ-BIG-2032",
     "name": "Dell Technologies (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-2032",
     "page_label": "Big tech in the UK"
    },
    {
     "kind": "part_of",
     "id": "BIZ-CLD-016",
     "name": "AI Research Resource (AIRR)",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-016",
     "page_label": "Cloud and compute"
    }
   ],
   "label_links": [
    {
     "kind": "supplies",
     "name": "University of Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-EST-2044",
   "name": "GSK and University of Cambridge kidney and respiratory collaboration",
   "bucket": "part",
   "status": "active",
   "status_date": "2024-10-21",
   "status_detail": null,
   "one_line": "Five-year, £50 million GSK–Cambridge research programme in kidney and respiratory disease that uses AI to speed drug development.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Partnerships and contracts",
   "category": "pharma and health",
   "function": "Five-year, £50 million GSK–Cambridge research programme in kidney and respiratory disease that uses AI to speed drug development.",
   "affiliation": "Established firms",
   "sources": [
    "https://www.gsk.com/media/tipjt3ky/press-release-cambridge-collaboration.pdf"
   ],
   "source_quotes": [
    {
     "url": "https://www.gsk.com/media/tipjt3ky/press-release-cambridge-collaboration.pdf",
     "quotes": [
      "the use of AI to accelerate drug development"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Partnerships and contracts",
     "div": "established"
    }
   ],
   "div_label": "Established firms",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "part_of",
     "name": "GSK"
    },
    {
     "kind": "partner_of",
     "name": "University of Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-LEG-2004",
   "name": "SimSage",
   "bucket": "co",
   "status": "active",
   "status_date": "2022-09-21",
   "status_detail": null,
   "one_line": "AI search platform that cuts time spent searching for information; LawtechUK Sandbox cohort 3.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": null,
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "legal",
   "function": "AI search platform that cuts time spent searching for information; LawtechUK Sandbox cohort 3.",
   "affiliation": "Start-ups",
   "sources": [
    "https://lawtechuk.io/news/sandbox-3-companies-announced"
   ],
   "source_quotes": [
    {
     "url": "https://lawtechuk.io/news/sandbox-3-companies-announced",
     "quotes": [
      "An AI-powered search platform designed to dramatically reduce time spent searching for information"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": null,
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "member_of",
     "name": "LawtechUK Sandbox (cohort 3)"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SU-EDU-2005",
   "name": "Corduroy Dinosaur",
   "bucket": "co",
   "status": "active",
   "status_date": "2025-09-24",
   "status_detail": null,
   "one_line": "Norfolk firm building a generative AI tool to help teachers assess progress and give feedback, under a DfE \"AI Tools for Education: Phase 2\" contract.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Norwich area (NR16)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "education",
   "function": "Norfolk firm building a generative AI tool to help teachers assess progress and give feedback, under a DfE \"AI Tools for Education: Phase 2\" contract.",
   "affiliation": "Start-ups",
   "sources": [
    "https://www.find-tender.service.gov.uk/Notice/060047-2025",
    "https://www.find-tender.service.gov.uk/Notice/064795-2025"
   ],
   "source_quotes": [
    {
     "url": "https://www.find-tender.service.gov.uk/Notice/060047-2025",
     "quotes": [
      "Corduroy Dinosaur Ltd",
      "Norwich",
      "United Kingdom",
      "AI Tools for Education: Phase 2"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.find-tender.service.gov.uk/Notice/064795-2025",
     "quotes": [
      "develop tools which use generative AI to support teachers with assessing progress and providing feedback"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "startups"
    }
   ],
   "div_label": "Start-ups",
   "location": "Norwich area (NR16)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "supplies_government",
     "id": null,
     "name": "Education",
     "page": "government",
     "href": "../../../government/education/",
     "page_label": "UK Government AI Universe"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-2020",
   "name": "CamGraPhIC",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-06-08",
   "status_detail": null,
   "one_line": "Cambridge spin-out making graphene photonic transceivers for AI interconnects.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "photonics and optical computing",
   "function": "Cambridge spin-out making graphene photonic transceivers for AI interconnects.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://www.gov.uk/government/publications/semiconductor-sector-study-2026/semiconductor-sector-study-2026"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/publications/semiconductor-sector-study-2026/semiconductor-sector-study-2026",
     "quotes": [
      "graphene photonic transceivers for AI interconnects"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-2041",
   "name": "Signaloid",
   "bucket": "co",
   "status": "active",
   "status_date": "2024-10-25",
   "status_detail": null,
   "one_line": "Cambridge company in ARIA's Scaling Compute programme working on a CMOS digital \"thermodynamic\" AI hardware accelerator for linear algebra.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Phillip Stanley-Marbell",
     "role": "ARIA Scaling Compute project lead",
     "from": "2024-10-25",
     "source": "https://aria.org.uk/insights/a-deep-dive-on-scaling-compute",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "AI accelerators and processors",
   "function": "Cambridge company in ARIA's Scaling Compute programme working on a CMOS digital \"thermodynamic\" AI hardware accelerator for linear algebra.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://www.eenewseurope.com/en/66m-for-uk-ai-hardware-projects/",
    "https://aria.org.uk/insights/a-deep-dive-on-scaling-compute"
   ],
   "source_quotes": [
    {
     "url": "https://www.eenewseurope.com/en/66m-for-uk-ai-hardware-projects/",
     "quotes": [
      "Signaloid in Cambridge is working on a CMOS digital thermodynamic AI hardware accelerator"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://aria.org.uk/insights/a-deep-dive-on-scaling-compute",
     "quotes": [
      "Matrix inversion using randomised linear algebra on a hardware accelerator for probability distribution arithmetic"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "member_of",
     "id": "BIZ-CHIP-2035",
     "name": "ARIA Scaling Compute",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-2035",
     "page_label": "Chips and hardware"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-2044",
   "name": "Arm Ethos-U85 NPU",
   "bucket": "prod",
   "status": "launched",
   "status_date": "2024-04-09",
   "status_detail": null,
   "one_line": "Arm's neural processing unit for edge AI, supporting transformer networks; claims 4x performance of its predecessor.",
   "description": "[Round 7, 30 Oct 2026] Chips and hardware: Transformer-capable edge neural processing units scaling from 1 TOPS to 4 TOPS for IoT and embedded AI.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "named chip products",
   "function": "Arm's neural processing unit for edge AI, supporting transformer networks; claims 4x performance of its predecessor.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://newsroom.arm.com/news/iot-reference-design-platform-2024",
    "https://newsroom.arm.com/news/armv9-edge-ai-platform"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.arm.com/news/iot-reference-design-platform-2024",
     "quotes": [
      "highest performance, most efficient Ethos NPU to date"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://newsroom.arm.com/news/armv9-edge-ai-platform",
     "quotes": [
      "the leading AI accelerator for edge AI"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "launched",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-001"
   ]
  },
  {
   "id": "BIZ-CHIP-2045",
   "name": "Arm Corstone-320 IoT Reference Design Platform",
   "bucket": "prod",
   "status": "launched",
   "status_date": "2024-04-09",
   "status_detail": null,
   "one_line": "Arm reference design pairing a Cortex-M85 CPU, Mali-C55 image processor and Ethos-U85 NPU for voice, audio and vision AI devices.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "named chip products",
   "function": "Arm reference design pairing a Cortex-M85 CPU, Mali-C55 image processor and Ethos-U85 NPU for voice, audio and vision AI devices.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://newsroom.arm.com/news/iot-reference-design-platform-2024"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.arm.com/news/iot-reference-design-platform-2024",
     "quotes": [
      "voice, audio, and vision systems"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "launched",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-001"
   ]
  },
  {
   "id": "BIZ-CHIP-2046",
   "name": "Arm Cortex-A320 CPU",
   "bucket": "prod",
   "status": "launched",
   "status_date": "2025-02-26",
   "status_detail": null,
   "one_line": "Armv9 CPU for IoT devices, paired with Ethos-U85 in Arm's edge AI platform; available through Flexible Access from November 2025.",
   "description": "[Round 7, 30 Oct 2026] Chips and hardware: Ultra-efficient Armv9 edge AI processor designed to run billion-parameter SLMs directly on edge devices alongside Ethos-U85.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "named chip products",
   "function": "Armv9 CPU for IoT devices, paired with Ethos-U85 in Arm's edge AI platform; available through Flexible Access from November 2025.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://newsroom.arm.com/news/armv9-edge-ai-platform",
    "https://newsroom.arm.com/news/arm-flexible-access-armv9-edge-ai-platform"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.arm.com/news/armv9-edge-ai-platform",
     "quotes": [
      "brings advanced AI capabilities and developer benefits to IoT"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://newsroom.arm.com/news/arm-flexible-access-armv9-edge-ai-platform",
     "quotes": [
      "The next wave of AI computing innovation will unfold at the edge"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "launched",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-001"
   ]
  },
  {
   "id": "BIZ-CHIP-2047",
   "name": "Armv9 Edge AI platform",
   "bucket": "prod",
   "status": "launched",
   "status_date": "2025-02-26",
   "status_detail": null,
   "one_line": "Arm platform combining Cortex-A320 and Ethos-U85 so AI models of over a billion parameters can run on a device.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "named chip products",
   "function": "Arm platform combining Cortex-A320 and Ethos-U85 so AI models of over a billion parameters can run on a device.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://newsroom.arm.com/news/armv9-edge-ai-platform",
    "https://newsroom.arm.com/blog/arm-a-to-z-2025"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.arm.com/news/armv9-edge-ai-platform",
     "quotes": [
      "AI models of over one billion parameters to run on-device"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://newsroom.arm.com/blog/arm-a-to-z-2025",
     "quotes": [
      "the world's first Armv9 Edge AI platform"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "launched",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-001"
   ]
  },
  {
   "id": "BIZ-CHIP-2048",
   "name": "Arm Lumex CSS",
   "bucket": "prod",
   "status": "launched",
   "status_date": "2025",
   "status_detail": null,
   "one_line": "Arm compute subsystem (CPUs, GPUs and system IP) built to speed up AI on flagship smartphones and PCs.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "named chip products",
   "function": "Arm compute subsystem (CPUs, GPUs and system IP) built to speed up AI on flagship smartphones and PCs.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://newsroom.arm.com/blog/arm-a-to-z-2025"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.arm.com/blog/arm-a-to-z-2025",
     "quotes": [
      "a purpose-built platform to accelerate AI experiences on flagship smartphones and next-gen PCs"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "launched",
   "ext_links": [],
   "label_links": [],
   "degree": 2,
   "related_ids": [
    "BIZ-CHIP-001",
    "BIZ-CHIP-2049"
   ]
  },
  {
   "id": "BIZ-CHIP-2049",
   "name": "Arm C1 CPU cluster",
   "bucket": "prod",
   "status": "launched",
   "status_date": "2025",
   "status_detail": null,
   "one_line": "Arm CPU cluster with the SME2 matrix extension, claimed up to five times faster at AI than the previous generation.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "named chip products",
   "function": "Arm CPU cluster with the SME2 matrix extension, claimed up to five times faster at AI than the previous generation.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://newsroom.arm.com/blog/arm-a-to-z-2025"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.arm.com/blog/arm-a-to-z-2025",
     "quotes": [
      "the new SME2-enabled Arm C1 CPU cluster achieving up to 5x AI speed-up"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "launched",
   "ext_links": [],
   "label_links": [],
   "degree": 2,
   "related_ids": [
    "BIZ-CHIP-001",
    "BIZ-CHIP-2048"
   ]
  },
  {
   "id": "BIZ-CHIP-2050",
   "name": "Arm Zena CSS",
   "bucket": "prod",
   "status": "launched",
   "status_date": "2025",
   "status_detail": null,
   "one_line": "Arm's pre-integrated compute subsystem for cars, pitched at \"AI-defined vehicles\".",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "named chip products",
   "function": "Arm's pre-integrated compute subsystem for cars, pitched at \"AI-defined vehicles\".",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://newsroom.arm.com/blog/arm-a-to-z-2025"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.arm.com/blog/arm-a-to-z-2025",
     "quotes": [
      "Arm's standardized, pre-integrated compute platform for AI-defined vehicles"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "launched",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-001"
   ]
  },
  {
   "id": "BIZ-CHIP-2051",
   "name": "Arm neural technology (GPU neural accelerators)",
   "bucket": "prod",
   "status": "announced",
   "status_date": "2025",
   "status_detail": null,
   "one_line": "Arm technology adding dedicated neural accelerators to its 2026 GPUs.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "named chip products",
   "function": "Arm technology adding dedicated neural accelerators to its 2026 GPUs.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://newsroom.arm.com/blog/arm-a-to-z-2025"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.arm.com/blog/arm-a-to-z-2025",
     "quotes": [
      "will add dedicated neural accelerators to 2026 Arm GPUs"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "announced",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-001"
   ]
  },
  {
   "id": "BIZ-CHIP-2052",
   "name": "Arm Scalable Matrix Extension 2 (SME2)",
   "bucket": "prod",
   "status": "launched",
   "status_date": "2025",
   "status_detail": null,
   "one_line": "Arm CPU architecture extension for matrix maths used to speed up AI in Lumex and the C1 cluster.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "chip design IP and EDA",
   "function": "Arm CPU architecture extension for matrix maths used to speed up AI in Lumex and the C1 cluster.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://newsroom.arm.com/blog/top-12-innovations-from-arm-in-october-2025"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.arm.com/blog/top-12-innovations-from-arm-in-october-2025",
     "quotes": [
      "brings next-generation matrix processing efficiency"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "launched",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-001"
   ]
  },
  {
   "id": "BIZ-CHIP-2053",
   "name": "Arm Flexible Access",
   "bucket": "prog",
   "status": "active",
   "status_date": "2025-10-20",
   "status_detail": null,
   "one_line": "Arm programme giving start-ups low- or no-cost up-front access to its chip IP; added the Armv9 edge AI platform in October 2025; 300+ members.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Schemes, programmes and AI lines",
   "category": "chip design IP and EDA",
   "function": "Arm programme giving start-ups low- or no-cost up-front access to its chip IP; added the Armv9 edge AI platform in October 2025; 300+ members.",
   "affiliation": "Chips and hardware",
   "sources": [
    "https://newsroom.arm.com/news/arm-flexible-access-armv9-edge-ai-platform",
    "https://newsroom.arm.com/blog/arm-embedded-world-2026"
   ],
   "source_quotes": [
    {
     "url": "https://newsroom.arm.com/news/arm-flexible-access-armv9-edge-ai-platform",
     "quotes": [
      "The next wave of AI computing innovation will unfold at the edge"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://newsroom.arm.com/blog/arm-embedded-world-2026",
     "quotes": [
      "Arm Accelerates the Edge AI Revolution with Easy, Low-Cost Access to Armv9 Platforms through Arm Flexible Access"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Schemes, programmes and AI lines",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-001"
   ]
  },
  {
   "id": "BIZ-DC-2055",
   "name": "Beaulieu Park data centre, Chelmsford",
   "bucket": "site",
   "status": "planning application submitted",
   "status_date": "2026-06-17",
   "status_detail": null,
   "one_line": "Tritax Big Box scheme of two buildings at Beaulieu Parkway, Chelmsford. Power: 125MW (as stated; application describes two 44MW buildings). Stage: planning application.",
   "description": null,
   "uk_status": null,
   "company": null,
   "place": {
    "text": "Beaulieu Parkway, Beaulieu Park, Chelmsford, Essex",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "planned and proposed (planning applications)",
   "function": "Tritax Big Box scheme of two buildings at Beaulieu Parkway, Chelmsford. Power: 125MW (as stated; application describes two 44MW buildings). Stage: planning application.",
   "affiliation": "Data centres",
   "sources": [
    "https://www.datacenterdynamics.com/en/news/tritax-big-box-progresses-125mw-data-center-plan-in-essex-uk/",
    "https://www.datacenterdynamics.com/en/news/tritax-targets-data-center-project-in-chelmsford-uk/"
   ],
   "source_quotes": [
    {
     "url": "https://www.datacenterdynamics.com/en/news/tritax-big-box-progresses-125mw-data-center-plan-in-essex-uk/",
     "quotes": [
      "Tritax Big Box is set to deliver a 125MW data center in Chelmsford, UK."
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.datacenterdynamics.com/en/news/tritax-targets-data-center-project-in-chelmsford-uk/",
     "quotes": [
      "Each building would offer 44MW across 33,110 sqm (356,395 sq ft) of data center space."
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Beaulieu Parkway, Beaulieu Park, Chelmsford, Essex",
   "status_group": "planning application submitted",
   "ext_links": [
    {
     "kind": "linked from: operates",
     "id": "BIZ-DC-2053",
     "name": "Tritax Big Box",
     "page": "data-centres",
     "href": "../../data-centres/#org=BIZ-DC-2053",
     "page_label": "Data centres"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-DC-2085",
   "name": "Ark Hilfield Park (former Mercure Hotel), Elstree",
   "bucket": "site",
   "status": "stage not stated (delivery from 2028)",
   "status_date": "2026-10-30",
   "status_detail": null,
   "one_line": "Ark campus on the former Mercure Hotel site, several buildings, ready for service 2029. Power: 250MVA (as stated). Stage not stated; delivery from 2028.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Hilfield Park, Elstree",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "planned and proposed (planning applications)",
   "function": "Ark campus on the former Mercure Hotel site, several buildings, ready for service 2029. Power: 250MVA (as stated). Stage not stated; delivery from 2028.",
   "affiliation": "Data centres",
   "sources": [
    "https://www.ark-d-c.com/locations/elstree",
    "https://www.ark-d-c.com/locations"
   ],
   "source_quotes": [
    {
     "url": "https://www.ark-d-c.com/locations/elstree",
     "quotes": [
      "250MVA will be delivered starting 2028 across multiple data centre builds"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.ark-d-c.com/locations",
     "quotes": [
      "27 world-class data centres across 9 strategic locations"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Hilfield Park, Elstree",
   "status_group": "stage not stated (delivery from 2028)",
   "ext_links": [
    {
     "kind": "linked from: operates",
     "id": "BIZ-DC-020",
     "name": "Ark Data Centres",
     "page": "data-centres",
     "href": "../../data-centres/#org=BIZ-DC-020",
     "page_label": "Data centres"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-DC-2090",
   "name": "Colt DCS London North, Welwyn Garden City",
   "bucket": "site",
   "status": "listed by operator",
   "status_date": "2026-10-30",
   "status_detail": null,
   "one_line": "Colt data centre in Welwyn Garden City hosting cloud providers; 21,339 sq m technical area. Power: 35MW IT (as stated). Stage not stated.",
   "description": null,
   "uk_status": null,
   "company": null,
   "place": {
    "text": "Welwyn Garden City",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "colocation sites",
   "function": "Colt data centre in Welwyn Garden City hosting cloud providers; 21,339 sq m technical area. Power: 35MW IT (as stated). Stage not stated.",
   "affiliation": "Data centres",
   "sources": [
    "https://www.coltdatacentres.net/en-GB/our-locations/data-centre-locations-europe/london-north"
   ],
   "source_quotes": [
    {
     "url": "https://www.coltdatacentres.net/en-GB/our-locations/data-centre-locations-europe/london-north",
     "quotes": [
      "Supplying 35MW of IT power, this site has a gross technical area of 21,339㎡."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "data-centres"
    }
   ],
   "div_label": "Data centres",
   "location": "Welwyn Garden City",
   "status_group": "listed by operator",
   "ext_links": [
    {
     "kind": "linked from: operates",
     "id": "BIZ-DC-2089",
     "name": "Colt Data Centre Services (Colt DCS)",
     "page": "data-centres",
     "href": "../../data-centres/#org=BIZ-DC-2089",
     "page_label": "Data centres"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CLD-2004",
   "name": "Cambridge Service for Data Driven Discovery (CSD3)",
   "bucket": "site",
   "status": "active",
   "status_date": "2026-10",
   "status_detail": null,
   "one_line": "Tier-2 service at the University of Cambridge combining the Cumulus CPU cluster and the Wilkes3 NVIDIA A100 GPU cluster, used for simulation, data analysis and AI.",
   "description": "[Round 6, 30 Oct 2026] hardware: Cumulus CPU cluster (Intel Cascade Lake, Ice Lake, Sapphire Rapids) and Wilkes3 GPU cluster with NVIDIA A100",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge (—)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "national and research compute",
   "function": "Tier-2 service at the University of Cambridge combining the Cumulus CPU cluster and the Wilkes3 NVIDIA A100 GPU cluster, used for simulation, data analysis and AI.",
   "affiliation": "Cloud and compute",
   "sources": [
    "https://www.hpc-uk.ac.uk/facilities/",
    "https://docs.hpc.shef.ac.uk/en/latest/other-uk-hpc-resources.html"
   ],
   "source_quotes": [
    {
     "url": "https://www.hpc-uk.ac.uk/facilities/",
     "quotes": [
      "is one of the EPSRC Tier-2 HPC facilities."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://docs.hpc.shef.ac.uk/en/latest/other-uk-hpc-resources.html",
     "quotes": [
      "supports computationally intensive research, including simulation, data analysis and AI.",
      "Wilkes3 uses NVIDIA A100 GPUs."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "cloud"
    }
   ],
   "div_label": "Cloud and compute",
   "location": "Cambridge (—)",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "located_in",
     "name": "University of Cambridge"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-CLD-017"
   ]
  },
  {
   "id": "BIZ-CLD-2054",
   "name": "Nscale–Microsoft UK AI supercomputer, Loughton",
   "bucket": "part",
   "status": "announced",
   "status_date": "2025-09-16",
   "status_detail": null,
   "one_line": "Supercomputer of more than 23,000 GPUs being built by Nscale for Microsoft at Loughton, Essex, described by government as the UK's largest AI supercomputer.",
   "description": "[Round 6, 30 Oct 2026] key_facts: 23,040 NVIDIA GB300 delivered Q1 2027; 50MW scalable to 90MW; formal contract 2025-10-15 for ~23,000 GB300 at Loughton within ~200,000 GB300 for Microsoft across the US, Norway, Portugal and UK; NVIDIA gives \"more than 24,000\" GPUs",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Loughton, Essex (—)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Partnerships and contracts"
   ],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Partnerships and contracts",
   "category": "Partnerships and contracts",
   "function": "Supercomputer of more than 23,000 GPUs being built by Nscale for Microsoft at Loughton, Essex, described by government as the UK's largest AI supercomputer.",
   "affiliation": "Cloud and compute",
   "sources": [
    "https://www.gov.uk/government/news/us-uk-pact-will-boost-advances-in-drug-discovery-create-tens-of-thousands-of-jobs-and-transform-lives",
    "https://www.gov.uk/government/news/north-east-england-set-for-billions-in-investment-and-thousands-of-jobs-as-uk-and-us-ink-tech-partnership",
    "https://www.nscale.com/press-releases/nscale-microsoft-2025"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/news/us-uk-pact-will-boost-advances-in-drug-discovery-create-tens-of-thousands-of-jobs-and-transform-lives",
     "quotes": [
      "the UK's largest AI (artificial intelligence) supercomputer in Loughton",
      "more than 23,000 advanced GPUs (graphics processing unit)"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.gov.uk/government/news/north-east-england-set-for-billions-in-investment-and-thousands-of-jobs-as-uk-and-us-ink-tech-partnership",
     "quotes": [
      "building the most powerful supercomputer in the country with Microsoft"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.nscale.com/press-releases/nscale-microsoft-2025",
     "quotes": [
      "The 50MW facility, scalable to 90MW, will house approximately 23,000 NVIDIA GB300 GPUs\"; https://nvidianews.nvidia.com/news/nvidia-and-united-kingdom-build-nations-ai-infrastructure-and-ecosystem-to-fuel-innovation-economic-growth-and-jobs — \"more than 24,000 NVIDIA Grace Blackwell Ultra GPUs"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Partnerships and contracts",
     "div": "cloud"
    }
   ],
   "div_label": "Cloud and compute",
   "location": "Loughton, Essex (—)",
   "status_group": "announced",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-DC-001",
     "name": "Nscale",
     "page": "data-centres",
     "href": "../../data-centres/#org=BIZ-DC-001",
     "page_label": "Data centres"
    },
    {
     "kind": "partner_of",
     "id": "BIZ-CLD-008",
     "name": "Microsoft Azure UK regions (UK South and UK West)",
     "page": "cloud",
     "href": "../../cloud/#org=BIZ-CLD-008",
     "page_label": "Cloud and compute"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-2027",
   "name": "UKRI AI CDT in AI for the Study of Environmental Risks",
   "bucket": "prog",
   "status": "listed",
   "status_date": "2026-10-30 (page read)",
   "status_detail": null,
   "one_line": "AI PhD training centre on AI for environmental risks; 2018 round; led by Dr Emily Shuckburgh.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Schemes, programmes and AI lines",
   "category": "programmes and fellowships",
   "function": "AI PhD training centre on AI for environmental risks; 2018 round; led by Dr Emily Shuckburgh.",
   "affiliation": "Talent",
   "sources": [
    "https://www.ukri.org/what-we-offer/how-we-work-in-ai/ukri-artificial-intelligence-centres-for-doctoral-training/"
   ],
   "source_quotes": [
    {
     "url": "https://www.ukri.org/what-we-offer/how-we-work-in-ai/ukri-artificial-intelligence-centres-for-doctoral-training/",
     "quotes": [
      "UKRI AI Centre for Doctoral Training in AI for the Study of Environmental Risks"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Schemes, programmes and AI lines",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": "Cambridge",
   "status_group": "listed",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-TAL-2001",
     "name": "UKRI AI Centres for Doctoral Training",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2001",
     "page_label": "Talent"
    }
   ],
   "label_links": [
    {
     "kind": "part_of",
     "name": "University of Cambridge"
    },
    {
     "kind": "funded_by",
     "name": "UKRI"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-2160",
   "name": "ERA:AI Fellowship",
   "bucket": "prog",
   "status": "active",
   "status_date": "2026-10-30 (page read)",
   "status_detail": null,
   "one_line": "Cambridge-based 10-week talent programme for researchers and entrepreneurs working on risks from frontier AI; next run January–March 2027.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Schemes, programmes and AI lines",
   "category": "programmes and fellowships",
   "function": "Cambridge-based 10-week talent programme for researchers and entrepreneurs working on risks from frontier AI; next run January–March 2027.",
   "affiliation": "Talent",
   "sources": [
    "https://erafellowship.org/"
   ],
   "source_quotes": [
    {
     "url": "https://erafellowship.org/",
     "quotes": [
      "ERA runs talent programmes for researchers and entrepreneurs working to understand and mitigate risks from frontier AI"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Schemes, programmes and AI lines",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-2194",
   "name": "TechFirst Local project: Neuroedge",
   "bucket": "prog",
   "status": "active",
   "status_date": "2026-10-19",
   "status_detail": null,
   "one_line": "TechFirst Local project led by Cogs AI Ltd linking local people to AI and tech jobs; 120 jobs expected; due to finish by March 2027.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": null,
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: London",
    "regions": [
     "England: London",
     "England: East of England"
    ]
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Schemes, programmes and AI lines",
   "category": "programmes and fellowships",
   "function": "TechFirst Local project led by Cogs AI Ltd linking local people to AI and tech jobs; 120 jobs expected; due to finish by March 2027.",
   "affiliation": "Talent",
   "sources": [
    "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients",
     "quotes": [
      "Neuroedge"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Schemes, programmes and AI lines",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": null,
   "status_group": "active",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-TAL-2192",
     "name": "TechFirst Local (TechLocal)",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2192",
     "page_label": "Talent"
    }
   ],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "Cogs AI Ltd (lead organisation)"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-2200",
   "name": "TechFirst Local project: AgentForge Talent Engine",
   "bucket": "prog",
   "status": "active",
   "status_date": "2026-10-19",
   "status_detail": null,
   "one_line": "TechFirst Local project led by Next AI Fusion Ltd linking local people to AI and tech jobs; 30 jobs expected; due to finish by March 2027.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": null,
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Schemes, programmes and AI lines",
   "category": "programmes and fellowships",
   "function": "TechFirst Local project led by Next AI Fusion Ltd linking local people to AI and tech jobs; 30 jobs expected; due to finish by March 2027.",
   "affiliation": "Talent",
   "sources": [
    "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients",
     "quotes": [
      "AgentForge Talent Engine"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Schemes, programmes and AI lines",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": null,
   "status_group": "active",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-TAL-2192",
     "name": "TechFirst Local (TechLocal)",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2192",
     "page_label": "Talent"
    }
   ],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "Next AI Fusion Ltd (lead organisation)"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-TAL-2205",
   "name": "TechFirst Local project: TechLocal: AI Talent Integration Pathway",
   "bucket": "prog",
   "status": "active",
   "status_date": "2026-10-19",
   "status_detail": null,
   "one_line": "TechFirst Local project led by Tech Educators Ltd linking local people to AI and tech jobs; 30 jobs expected; due to finish by March 2027.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": null,
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Schemes, programmes and AI lines",
   "category": "programmes and fellowships",
   "function": "TechFirst Local project led by Tech Educators Ltd linking local people to AI and tech jobs; 30 jobs expected; due to finish by March 2027.",
   "affiliation": "Talent",
   "sources": [
    "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients",
     "quotes": [
      "TechLocal: AI Talent Integration Pathway"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Schemes, programmes and AI lines",
     "div": "talent"
    }
   ],
   "div_label": "Talent",
   "location": null,
   "status_group": "active",
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-TAL-2192",
     "name": "TechFirst Local (TechLocal)",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2192",
     "page_label": "Talent"
    }
   ],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "Tech Educators Ltd (lead organisation)"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-NET-2052",
   "name": "Work Passport (Alchemy Box Ltd)",
   "bucket": "prog",
   "status": "funded",
   "status_date": "2026-10-19",
   "status_detail": null,
   "one_line": "TechFirst Local project helping small firms in London and the East of England find where entry-level AI and tech roles fit.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": null,
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: London",
    "regions": [
     "England: London",
     "England: East of England"
    ]
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "TechFirst Local projects"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Schemes, programmes and AI lines",
   "category": "TechFirst Local projects",
   "function": "TechFirst Local project helping small firms in London and the East of England find where entry-level AI and tech roles fit.",
   "affiliation": "Networks and media",
   "sources": [
    "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients",
     "quotes": [
      "Work Passport will help SMEs identify where entry-level AI, cyber security and tech roles could add value"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Schemes, programmes and AI lines",
     "div": "networks"
    }
   ],
   "div_label": "Networks and media",
   "location": null,
   "status_group": "funded",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-TAL-2192",
     "name": "TechFirst Local (TechLocal)",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2192",
     "page_label": "Talent"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-NET-2065",
   "name": "TechLocal: AI Talent Integration Pathway (Tech Educators Ltd)",
   "bucket": "prog",
   "status": "funded",
   "status_date": "2026-10-19",
   "status_detail": null,
   "one_line": "TechFirst Local project to create 30 entry-level AI jobs across Norfolk, Suffolk and Essex.",
   "description": "[Networks and media Round 1, 31 Oct 2026] Alex's Networks and media file lists Tech Educators Ltd as TechFirst Local Competition 1 recipient #27 (line 165): Project: TechLocal: AI Talent Integration Pathway — Norwich / East of England.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Norfolk, Suffolk, Essex",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "TechFirst Local projects"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Schemes, programmes and AI lines",
   "category": "TechFirst Local projects",
   "function": "TechFirst Local project to create 30 entry-level AI jobs across Norfolk, Suffolk and Essex.",
   "affiliation": "Networks and media",
   "sources": [
    "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients",
     "quotes": [
      "will create 30 new entry-level AI jobs across Norfolk, Suffolk and Essex"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Schemes, programmes and AI lines",
     "div": "networks"
    }
   ],
   "div_label": "Networks and media",
   "location": "Norfolk, Suffolk, Essex",
   "status_group": "funded",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-TAL-2192",
     "name": "TechFirst Local (TechLocal)",
     "page": "talent",
     "href": "../../talent/#org=BIZ-TAL-2192",
     "page_label": "Talent"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-NET-2075",
   "name": "Cambridge Science Park",
   "bucket": "site",
   "status": "active",
   "status_date": "2026-10-30",
   "status_detail": null,
   "one_line": "Science park in Cambridge whose tenants include AI firms such as Agxio (explainable AI) and AI VIVO (AI drug discovery).",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Science parks, innovation districts and co-working"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Data centres and compute sites",
   "category": "Science parks, innovation districts and co-working",
   "function": "Science park in Cambridge whose tenants include AI firms such as Agxio (explainable AI) and AI VIVO (AI drug discovery).",
   "affiliation": "Networks and media",
   "sources": [
    "https://www.cambridgesciencepark.co.uk/park-directory/"
   ],
   "source_quotes": [
    {
     "url": "https://www.cambridgesciencepark.co.uk/park-directory/",
     "quotes": [
      "Agxio is an AI, data science, and machine learning company that develops advanced, explainable AI solutions"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Data centres and compute sites",
     "div": "networks"
    }
   ],
   "div_label": "Networks and media",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-NET-2101",
   "name": "PyData Cambridge",
   "bucket": "org",
   "status": "no upcoming event listed",
   "status_date": "2026-07-24",
   "status_detail": null,
   "one_line": "Cambridge chapter of the PyData data-science community, backed by NumFOCUS; about 1,800 members; organisers include Leandro Nunes.",
   "description": null,
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Leandro Nunes",
     "role": "Organiser",
     "from": null,
     "source": "https://www.meetup.com/pydata-cambridge-meetup/",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Communities, developer meetups and founder networks"
   ],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Networks, bodies, events and media",
   "category": "Communities, developer meetups and founder networks",
   "function": "Cambridge chapter of the PyData data-science community, backed by NumFOCUS; about 1,800 members; organisers include Leandro Nunes.",
   "affiliation": "Networks and media",
   "sources": [
    "https://www.meetup.com/pydata-cambridge-meetup/",
    "https://www.meetup.com/topics/open-source-python/gb/"
   ],
   "source_quotes": [
    {
     "url": "https://www.meetup.com/pydata-cambridge-meetup/",
     "quotes": [
      "PyData Cambridge is our local PyData meetup chapter."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.meetup.com/topics/open-source-python/gb/",
     "quotes": [
      "PyData Cambridge"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Networks, bodies, events and media",
     "div": "networks"
    }
   ],
   "div_label": "Networks and media",
   "location": "Cambridge",
   "status_group": "no upcoming event listed",
   "ext_links": [],
   "label_links": [
    {
     "kind": "part_of",
     "name": "PyData (NumFOCUS)"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CLD-5003",
   "name": "Boston Limited",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-07",
   "status_detail": null,
   "one_line": "St Albans server builder and NVIDIA Elite partner that designs, builds and finances GPU clusters and NVIDIA SuperPODs for customers.",
   "description": "Key facts: Founded 1992 per company brochure (2026-07); offices in London, Munich and elsewhere in Europe, US, India, Taiwan, Dubai, Sydney, Johannesburg (2026-07); liquid-cooled racks up to 120kW (2026-07); case study: NVIDIA DGX H200 BasePOD for Basecamp Research's EDEN model (2026-07); FMV leases and 100% financing offered (2026-07). Founded: 1992. Researcher's caveat: medium.",
   "uk_status": "uk",
   "company": {
    "legal_name": "Boston Limited"
   },
   "place": {
    "text": "St Albans",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "managed AI infrastructure and MSPs",
   "function": "St Albans server builder and NVIDIA Elite partner that designs, builds and finances GPU clusters and NVIDIA SuperPODs for customers.",
   "affiliation": "Cloud and compute",
   "sources": [
    "https://boston.co.uk/wp-content/uploads/2026/07/AI-Brochure-2026-June-v2-WEB-SINGLE-updated.pdf"
   ],
   "source_quotes": [
    {
     "url": "https://boston.co.uk/wp-content/uploads/2026/07/AI-Brochure-2026-June-v2-WEB-SINGLE-updated.pdf",
     "quotes": [
      "spent over three decades"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "cloud"
    }
   ],
   "div_label": "Cloud and compute",
   "location": "St Albans",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-BIG-014",
     "name": "NVIDIA (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-014",
     "page_label": "Big tech in the UK"
    },
    {
     "kind": "supplies",
     "id": "BIZ-LAB-010",
     "name": "Basecamp Research",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-010",
     "page_label": "Labs"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SW-4018",
   "name": "1Spatial",
   "bucket": "co",
   "status": "active",
   "status_date": "2025-03-19",
   "status_detail": null,
   "one_line": "Listed Cambridge company that helps organisations manage and improve the quality of location-based data.",
   "description": "Key facts: Revenue up 3% to £33.4m, year to January 2025; recurring revenue 62% of total; €9m Belgian digital-twin contract started late; first significant sales of 1Streetworks SaaS (2025-03). Founders: Claire Milverton — CEO. Researcher's caveat: medium; single_source.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Claire Milverton",
     "role": "CEO",
     "from": "2025-03",
     "source": "https://www.uktech.news/news/investment-news/1spatial-shares-tumble-as-contract-delays-eat-into-revenue-20250319",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "data platforms and data engineering",
   "function": "Listed Cambridge company that helps organisations manage and improve the quality of location-based data.",
   "affiliation": "Software and tools",
   "sources": [
    "https://www.uktech.news/news/investment-news/1spatial-shares-tumble-as-contract-delays-eat-into-revenue-20250319"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/news/investment-news/1spatial-shares-tumble-as-contract-delays-eat-into-revenue-20250319",
     "quotes": [
      "delays in the start of a €9m Belgian-based contract\" (trade)"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "software"
    }
   ],
   "div_label": "Software and tools",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "supplies",
     "name": "unnamed Belgian utility client"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SW-5007",
   "name": "Netcall",
   "bucket": "co",
   "status": "active",
   "status_date": "2025-03-05",
   "status_detail": null,
   "one_line": "Bedford-based AIM-listed software firm whose Liberty cloud platform adds AI document processing from its Parble acquisition.",
   "description": "Key facts: Revenue £39.1m FY2024; turnover £23m in the second half of 2024, up 25%; cloud products 76% of total annual contract value; cloud sales up 45% year on year (2025-03). Researcher's caveat: medium (single_source).",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Bedford",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "James Ormondroyd",
     "role": "CEO",
     "from": "2024-01",
     "source": "https://www.uktech.news/cloud/netcall-bolsters-ai-cloud-offering-as-sales-rise-20250305",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "agents and automation",
   "function": "Bedford-based AIM-listed software firm whose Liberty cloud platform adds AI document processing from its Parble acquisition.",
   "affiliation": "Software and tools",
   "sources": [
    "https://www.uktech.news/cloud/netcall-bolsters-ai-cloud-offering-as-sales-rise-20250305"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/cloud/netcall-bolsters-ai-cloud-offering-as-sales-rise-20250305",
     "quotes": [
      "Netcall's cloud products represent 76% of its total annual contract value"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "software"
    }
   ],
   "div_label": "Software and tools",
   "location": "Bedford",
   "status_group": "active",
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SW-5018",
   "name": "Rainbird",
   "bucket": "co",
   "status": "active",
   "status_date": "2018-02-07",
   "status_detail": null,
   "one_line": "Norwich company with an AI decision-making platform that captures staff expertise as automated advice; a Techstars alumnus.",
   "description": "Key facts: Joined Tech City UK Upscale 3.0 (2018-02); Mastercard Start Path Global class (2016-03). Founded: 2013. Founders: Ben Taylor — co-founder; James Duez — co-founder. Researcher's caveat: medium (trade only).",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Norwich",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Ben Taylor",
     "role": "co-founder",
     "from": "2013",
     "source": "https://www.uktech.news/tech-hubs/the-east-of-england/tech-in-the-east-of-england-an-acquisition-by-google-1-75m-in-agritech-funding-and-more-20180207",
     "round4": true
    },
    {
     "name": "James Duez",
     "role": "co-founder",
     "from": "2013",
     "source": "https://www.uktech.news/tech-hubs/the-east-of-england/tech-in-the-east-of-england-an-acquisition-by-google-1-75m-in-agritech-funding-and-more-20180207",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "decision intelligence",
   "function": "Norwich company with an AI decision-making platform that captures staff expertise as automated advice; a Techstars alumnus.",
   "affiliation": "Software and tools",
   "sources": [
    "https://www.uktech.news/tech-hubs/the-east-of-england/tech-in-the-east-of-england-an-acquisition-by-google-1-75m-in-agritech-funding-and-more-20180207",
    "https://www.uktech.news/news/mastercard-partners-with-norwich-based-artificial-intelligence-startup-rainbird-20160303"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/tech-hubs/the-east-of-england/tech-in-the-east-of-england-an-acquisition-by-google-1-75m-in-agritech-funding-and-more-20180207",
     "quotes": [
      "being selected for the Upscale 3.0 programme is a huge privilege"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/news/mastercard-partners-with-norwich-based-artificial-intelligence-startup-rainbird-20160303",
     "quotes": [
      "will lend its software to develop a sales advisory tool"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "software"
    }
   ],
   "div_label": "Software and tools",
   "location": "Norwich",
   "status_group": "active",
   "ext_links": [],
   "label_links": [
    {
     "kind": "member_of",
     "name": "Tech City UK Upscale 3.0"
    },
    {
     "kind": "alumni_of",
     "name": "Techstars"
    },
    {
     "kind": "partner_of",
     "name": "Mastercard"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7002",
   "name": "Snowcap Compute",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Developing superconducting cryogenic AI inference processors using niobium titanium nitride for ultra-low-energy data-centre AI inference (led by ex-Arm CEO Simon Segars).",
   "description": "Developing superconducting cryogenic AI inference processors using niobium titanium nitride for ultra-low-energy data-centre AI inference (led by ex-Arm CEO Simon Segars). From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 48); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge/US",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Simon Segars",
     "role": "Leads the company (ex-Arm CEO)",
     "from": null,
     "source": null,
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "AI accelerators and processors"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "AI accelerators and processors",
   "function": "Developing superconducting cryogenic AI inference processors using niobium titanium nitride for ultra-low-energy data-centre AI inference (led by ex-Arm CEO Simon Segars).",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge/US",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7003",
   "name": "Paragraf",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "World's first mass producer of graphene-based electronic devices and Hall-effect magnetic/cryogenic sensors for quantum and AI compute ($148M raised).",
   "description": "World's first mass producer of graphene-based electronic devices and Hall-effect magnetic/cryogenic sensors for quantum and AI compute ($148M raised). From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 61); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Somersham, Cambridgeshire",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "semiconductors"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Companies",
   "function": "World's first mass producer of graphene-based electronic devices and Hall-effect magnetic/cryogenic sensors for quantum and AI compute ($148M raised).",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Somersham, Cambridgeshire",
   "status_group": null,
   "ext_links": [
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7050",
     "name": "Paragraf GHS-A / GHS-C graphene Hall sensors",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7050",
     "page_label": "Chips and hardware"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7005",
   "name": "Cambridge Microelectronics",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Next-generation high-frequency GaN power ICs for data centre and AI rack power delivery.",
   "description": "Next-generation high-frequency GaN power ICs for data centre and AI rack power delivery. From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 64); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "semiconductors"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Companies",
   "function": "Next-generation high-frequency GaN power ICs for data centre and AI rack power delivery.",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7007",
   "name": "CML Microsystems",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Mixed-signal, RF, and microwave semiconductor designer for industrial communications and edge sensing.",
   "description": "Mixed-signal, RF, and microwave semiconductor designer for industrial communications and edge sensing. From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 67); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Maldon, Essex",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "semiconductors"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Companies",
   "function": "Mixed-signal, RF, and microwave semiconductor designer for industrial communications and edge sensing.",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Maldon, Essex",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7010",
   "name": "AMD UK",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Massive FPGA, adaptive SoC (former Xilinx Edinburgh/Cambridge teams), Solarflare ultra-low-latency NIC, and ROCm/AI compiler engineering footprint; validating Oriole Networks photonic switching in 2026.",
   "description": "Massive FPGA, adaptive SoC (former Xilinx Edinburgh/Cambridge teams), Solarflare ultra-low-latency NIC, and ROCm/AI compiler engineering footprint; validating Oriole Networks photonic switching in 2026. From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 77); the file gives no source links.",
   "uk_status": "foreign_with_uk_base",
   "company": null,
   "place": {
    "text": "Cambridge / Edinburgh / Bristol / Milton Keynes",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Global chipmakers' UK design centres"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Global chipmakers' UK design centres",
   "function": "Massive FPGA, adaptive SoC (former Xilinx Edinburgh/Cambridge teams), Solarflare ultra-low-latency NIC, and ROCm/AI compiler engineering footprint; validating Oriole Networks photonic switching in 2026.",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge / Edinburgh / Bristol / Milton Keynes",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7012",
   "name": "Tenstorrent UK",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Led by Jim Keller; co-developing the Open Chiplet Atlas (OCA) open AI rack architecture with ARIA's Scaling Inference Lab (June 2026).",
   "description": "Led by Jim Keller; co-developing the Open Chiplet Atlas (OCA) open AI rack architecture with ARIA's Scaling Inference Lab (June 2026). From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 79); the file gives no source links.",
   "uk_status": "foreign_with_uk_base",
   "company": null,
   "place": {
    "text": "Cambridge / Bristol",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Jim Keller",
     "role": "Leads Tenstorrent",
     "from": null,
     "source": null,
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Global chipmakers' UK design centres"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Global chipmakers' UK design centres",
   "function": "Led by Jim Keller; co-developing the Open Chiplet Atlas (OCA) open AI rack architecture with ARIA's Scaling Inference Lab (June 2026).",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge / Bristol",
   "status_group": null,
   "ext_links": [
    {
     "kind": "linked from: made_by",
     "id": "BIZ-CHIP-7067",
     "name": "Open Chiplet Atlas (OCA)",
     "page": "chips",
     "href": "../../chips/#org=BIZ-CHIP-7067",
     "page_label": "Chips and hardware"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7019",
   "name": "Teledyne e2v",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "High-reliability space-grade processors, RF power, and advanced CMOS image sensors for machine vision.",
   "description": "High-reliability space-grade processors, RF power, and advanced CMOS image sensors for machine vision. From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 89); the file gives no source links.",
   "uk_status": "foreign_with_uk_base",
   "company": null,
   "place": {
    "text": "Chelmsford, Essex",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Global chipmakers' UK design centres"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Global chipmakers' UK design centres",
   "function": "High-reliability space-grade processors, RF power, and advanced CMOS image sensors for machine vision.",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Chelmsford, Essex",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7023",
   "name": "Forefront RF",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Tunable RF front-end cancellation chip company spun out of Bristol/Cambridge research.",
   "description": "Tunable RF front-end cancellation chip company spun out of Bristol/Cambridge research. From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 94); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "RF, wireless and materials"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "RF, wireless and materials",
   "function": "Tunable RF front-end cancellation chip company spun out of Bristol/Cambridge research.",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7061",
   "name": "FocalPoint Positioning S-GNSS edge receiver",
   "bucket": "prod",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Physics-informed AI super-correlation positioning receiver hardware for wearables and autonomous vehicles.",
   "description": "Physics-informed AI super-correlation positioning receiver hardware for wearables and autonomous vehicles. From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 175); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "edge AI hardware"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "Chips, models and products",
   "function": "Physics-informed AI super-correlation positioning receiver hardware for wearables and autonomous vehicles.",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7071",
   "name": "lowRISC OpenTitan silicon root of trust",
   "bucket": "prod",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "World's first open-source hardware root-of-trust chip architecture, incubated by Cambridge non-profit lowRISC CIC (led by Gavin Ferris & Sir Andy Hopper) and deployed in production by Google, Seagate, and Nuvoton.",
   "description": "World's first open-source hardware root-of-trust chip architecture, incubated by Cambridge non-profit lowRISC CIC (led by Gavin Ferris & Sir Andy Hopper) and deployed in production by Google, Seagate, and Nuvoton. From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 192); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Chip software, compilers and standards"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "Chip software, compilers and standards",
   "function": "World's first open-source hardware root-of-trust chip architecture, incubated by Cambridge non-profit lowRISC CIC (led by Gavin Ferris & Sir Andy Hopper) and deployed in production by Google, Seagate, and Nuvoton.",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7073",
   "name": "CHERI Alliance and Arm Morello software stack",
   "bucket": "prod",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Capability-based hardware security ISA extensions developed by the University of Cambridge Computer Laboratory and SRI International.",
   "description": "Capability-based hardware security ISA extensions developed by the University of Cambridge Computer Laboratory and SRI International. From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 194); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Chip software, compilers and standards"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "Chip software, compilers and standards",
   "function": "Capability-based hardware security ISA extensions developed by the University of Cambridge Computer Laboratory and SRI International.",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-CHIP-001"
   ]
  },
  {
   "id": "BIZ-CHIP-7074",
   "name": "Riverlane Deltaflow.OS and QEC decode silicon IP",
   "bucket": "prod",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Hardware-accelerated Quantum Error Correction (QEC) decoder chips (ASIC/FPGA) capable of decoding millions of syndrome measurements per second.",
   "description": "Hardware-accelerated Quantum Error Correction (QEC) decoder chips (ASIC/FPGA) capable of decoding millions of syndrome measurements per second. From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 195); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Quantum chips and control silicon"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "Quantum chips and control silicon",
   "function": "Hardware-accelerated Quantum Error Correction (QEC) decoder chips (ASIC/FPGA) capable of decoding millions of syndrome measurements per second.",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7084",
   "name": "UltraSoC (now Siemens EDA Embedded Analytics)",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Spun out of Cambridge/Essex; provides on-chip hardware telemetry, cybersecurity monitoring, and performance debugging IP embedded inside AI accelerators and automotive SoCs.",
   "description": "Spun out of Cambridge/Essex; provides on-chip hardware telemetry, cybersecurity monitoring, and performance debugging IP embedded inside AI accelerators and automotive SoCs. From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 232); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Chip design IP and EDA"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Chip design IP and EDA",
   "function": "Spun out of Cambridge/Essex; provides on-chip hardware telemetry, cybersecurity monitoring, and performance debugging IP embedded inside AI accelerators and automotive SoCs.",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-CHIP-7087",
   "name": "Wave Photonics",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Computational photonics EDA and PDK company enabling fabless silicon photonics design across multiple foundries (£4.5M seed led by UKI2S & Lundbeckfonden).",
   "description": "Computational photonics EDA and PDK company enabling fabless silicon photonics design across multiple foundries (£4.5M seed led by UKI2S & Lundbeckfonden). From Alex's Chips research file (30 Oct 2026, chips_20261030.docx, line 247); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Photonics and optical computing"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Photonics and optical computing",
   "function": "Computational photonics EDA and PDK company enabling fabless silicon photonics design across multiple foundries (£4.5M seed led by UKI2S & Lundbeckfonden).",
   "affiliation": "Chips and hardware",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "chips"
    }
   ],
   "div_label": "Chips and hardware",
   "location": "Cambridge",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SVC-8017",
   "name": "Cambridge Consultants",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Cambridge technology and engineering R&D firm, part of Capgemini. The file names it as Capgemini's base for physical AI and industrial digital twins, and treats it as dual-role (services and products).",
   "description": "Cambridge technology and engineering R&D firm, part of Capgemini. The file names it as Capgemini's base for physical AI and industrial digital twins, and treats it as dual-role (services and products). From Alex's Services and skills file (Gemini-generated page, 30 Oct 2026, gemini_services_skills_20261030.md line 215); the file gives no source links. [Audit Round 1, 31 Oct 2026] Companies House: CAMBRIDGE CONSULTANTS LIMITED, company number 01036298, Active (checked 31 Oct 2026).",
   "uk_status": "uk",
   "company": {
    "ch_number": "01036298",
    "ch_number_clean": "01036298",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/01036298",
    "registered_office": "Unit 29 Science Park, Milton Road, Cambridge, Cambridgeshire, CB4 0DW",
    "incorporated": "24 December 1971"
   },
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Global systems integrators"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Global systems integrators",
   "function": "Cambridge technology and engineering R&D firm, part of Capgemini. The file names it as Capgemini's base for physical AI and industrial digital twins, and treats it as dual-role (services and products).",
   "affiliation": "Services and skills",
   "sources": [
    "https://find-and-update.company-information.service.gov.uk/company/01036298"
   ],
   "source_quotes": [
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/01036298",
     "quotes": [
      "CAMBRIDGE CONSULTANTS LIMITED | Company number 01036298 | Active | Incorporated on 24 December 1971 | Unit 29 Science Park, Milton Road, Cambridge, Cambridgeshire, CB4 0DW"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "services"
    }
   ],
   "div_label": "Services and skills",
   "location": "Cambridge",
   "status_group": null,
   "ext_links": [
    {
     "kind": "part_of",
     "id": "BIZ-SVC-023",
     "name": "Capgemini UK (AI for the UK public sector)",
     "page": "services",
     "href": "../../services/#org=BIZ-SVC-023",
     "page_label": "Services and skills"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SVC-8037",
   "name": "Computacenter plc",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "IT services group (Hatfield, London); the file lists it among public-sector integrators.",
   "description": "IT services group (Hatfield, London); the file lists it among public-sector integrators. From Alex's Services and skills file (Gemini-generated page, 30 Oct 2026, gemini_services_skills_20261030.md line 585); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Hatfield, London",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Public-sector, sovereign and defence integrators"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Public-sector, sovereign and defence integrators",
   "function": "IT services group (Hatfield, London); the file lists it among public-sector integrators.",
   "affiliation": "Services and skills",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "services"
    }
   ],
   "div_label": "Services and skills",
   "location": "Hatfield, London",
   "status_group": null,
   "ext_links": [
    {
     "kind": "related",
     "id": "BIZ-EST-305",
     "name": "Computacenter AI infrastructure sourcing",
     "page": "established",
     "href": "../../established/#org=BIZ-EST-305",
     "page_label": "Established firms"
    }
   ],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-SVC-8053",
   "name": "Cambridge Spark",
   "bucket": "co",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Cambridge provider of Level 4 to 7 data science, machine learning and AI apprenticeships and executive AI literacy programmes, using its own EDUKE.ai grading and learning platform.",
   "description": "Cambridge provider of Level 4 to 7 data science, machine learning and AI apprenticeships and executive AI literacy programmes, using its own EDUKE.ai grading and learning platform. From Alex's Services and skills file (Gemini-generated page, 30 Oct 2026, gemini_services_skills_20261030.md line 295); the file gives no source links.",
   "uk_status": "uk",
   "company": null,
   "place": {
    "text": "Cambridge, London",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Dr Raoul-Gabriel Urma",
     "role": "Founder",
     "from": null,
     "source": null,
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Apprenticeship providers"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Apprenticeship providers",
   "function": "Cambridge provider of Level 4 to 7 data science, machine learning and AI apprenticeships and executive AI literacy programmes, using its own EDUKE.ai grading and learning platform.",
   "affiliation": "Services and skills",
   "sources": [],
   "source_quotes": [],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "services"
    }
   ],
   "div_label": "Services and skills",
   "location": "Cambridge, London",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-LAB-3003",
   "name": "The Hive (Hiverge algorithm-discovery platform)",
   "bucket": "prod",
   "status": "early access",
   "status_date": "2025-09-17",
   "status_detail": null,
   "one_line": "Hiverge's platform that runs many AI research agents to write, test and improve algorithms against a customer's own metrics.",
   "description": "Researcher's caveat: single_source (company pages only). Division as written: New labs 2025–26.",
   "uk_status": "uk_owned",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "algorithm discovery"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "Companies",
   "function": "Hiverge's platform that runs many AI research agents to write, test and improve algorithms against a customer's own metrics.",
   "affiliation": "Labs",
   "sources": [
    "https://hiverge.ai/blog/introducing-hiverge-our-mission-and-early-results",
    "https://hiverge.ai/blog/accelerating-ai-training-made-simple"
   ],
   "source_quotes": [
    {
     "url": "https://hiverge.ai/blog/introducing-hiverge-our-mission-and-early-results",
     "quotes": [
      "We're giving early access to the Hive to selected customers."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://hiverge.ai/blog/accelerating-ai-training-made-simple",
     "quotes": [
      "the first time anyone has gone below the 2-second mark"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "early access",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-LAB-016"
   ]
  },
  {
   "id": "BIZ-LAB-4002",
   "name": "Tolemy Bio",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-05-12",
   "status_detail": null,
   "one_line": "Cambridge start-up building \"Orbit\", a virtual-cell platform with AI research agents that help scientists read and steer cell behaviour for therapies.",
   "description": "Founders: Alex Ward — co-founder and chief executive; Caelan Anderson — co-founder. Researcher's caveat: medium. Division as written: AI for science. [Labs Round 7, 30 Oct 2026] Latest money (as written): 2026-05-12; funding_round; 1.4m EUR; Norrsken Evolve (lead)",
   "uk_status": "uk_hq",
   "company": null,
   "place": {
    "text": "Cambridge (also Barcelona)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Alex Ward",
     "role": "co-founder and chief executive",
     "from": null,
     "source": "https://tech.eu/2026/05/12/tolemy-bio-lands-eur14m-to-power-ai-driven-cell-biology/",
     "round4": true
    },
    {
     "name": "Caelan Anderson",
     "role": "co-founder",
     "from": null,
     "source": "https://tech.eu/2026/05/12/tolemy-bio-lands-eur14m-to-power-ai-driven-cell-biology/",
     "round4": true
    },
    {
     "name": "Alex Ward",
     "role": "co-founder and CEO",
     "from": null,
     "source": "https://tolemy.bio/team",
     "round4": true
    },
    {
     "name": "Caelan Anderson",
     "role": "co-founder and CTO",
     "from": null,
     "source": "https://tolemy.bio/team",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "biology"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Companies",
   "function": "Cambridge start-up building \"Orbit\", a virtual-cell platform with AI research agents that help scientists read and steer cell behaviour for therapies.",
   "affiliation": "Labs",
   "sources": [
    "https://tolemy.bio/",
    "https://tech.eu/2026/05/12/tolemy-bio-lands-eur14m-to-power-ai-driven-cell-biology/",
    "https://tolemy.bio/team",
    "https://tolemy.bio/platform",
    "https://mfx.bio/news-press-releases/press-release-mfx-tolemy-aa-2024/"
   ],
   "source_quotes": [
    {
     "url": "https://tolemy.bio/",
     "quotes": [
      "The AI-native virtual cell platform for therapeutic development and manufacture."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://tech.eu/2026/05/12/tolemy-bio-lands-eur14m-to-power-ai-driven-cell-biology/",
     "quotes": [
      "Orbit is designed to bring these fragmented workflows into a single AI-native environment."
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://tolemy.bio/team",
     "quotes": [
      "At Tolemy, software, physics, systems biology, and wet-lab experimentation come together in one team."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://tolemy.bio/platform",
     "quotes": [
      "The AI-native virtual cell platform for therapeutic development and manufacture."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://mfx.bio/news-press-releases/press-release-mfx-tolemy-aa-2024/",
     "quotes": [
      "an ideal testbed to generate the culture data"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge (also Barcelona)",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2172",
     "name": "Masia",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2172",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Norrsken Evolve"
    },
    {
     "kind": "funded_by",
     "name": "Big Sur Ventures"
    },
    {
     "kind": "funded_by",
     "name": "JME Ventures"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-LAB-4004",
   "name": "Houdini Bio",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-06-22",
   "status_detail": null,
   "one_line": "University of Cambridge spin-out using machine learning to redesign therapeutic DNA so gene and cell therapies stay active longer at lower doses.",
   "description": "Founders: — (not named in source). Division as written: AI for science. [Labs Round 7, 30 Oct 2026] Latest money (as written): 2026-06-22; funding_round; ~1,500,000 GBP (incl. grants); SCVC (lead) [Labs Round 8, 31 Oct 2026] what_it_does: Cambridge university spin-out (founded 2025) using machine learning to design therapeutic DNA sequences that make cell and gene therapies last longer",
   "uk_status": "uk_hq",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Jonathan Cohen-Gold",
     "role": "co-founder and Chief Executive",
     "from": null,
     "source": "https://www.enterprise.cam.ac.uk/?p=38610",
     "round4": true
    },
    {
     "name": "Lee Dunham",
     "role": "co-founder and Chief Business Officer",
     "from": null,
     "source": "https://www.enterprise.cam.ac.uk/?p=38610",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "biology"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Companies",
   "function": "University of Cambridge spin-out using machine learning to redesign therapeutic DNA so gene and cell therapies stay active longer at lower doses.",
   "affiliation": "Labs",
   "sources": [
    "https://www.uktech.news/medtech/houdini-bio-secures-1-5m-to-improve-gene-and-cell-therapies-20260622",
    "https://www.uktech.news/funding/uk-tech-funding-roundup-partly-hr-duo-20260626",
    "https://www.enterprise.cam.ac.uk/?p=38610",
    "https://www.thejc.com/news/uk/houdini-british-jewish-start-ai-fix-genes-fatal-diseases-xxdabng8"
   ],
   "source_quotes": [
    {
     "url": "https://www.uktech.news/medtech/houdini-bio-secures-1-5m-to-improve-gene-and-cell-therapies-20260622",
     "quotes": [
      "Gene therapies really do represent the future of medicine"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/funding/uk-tech-funding-roundup-partly-hr-duo-20260626",
     "quotes": [
      "city given as Cambridge, £1.5m pre-seed (no verbatim quote captured)"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://www.enterprise.cam.ac.uk/?p=38610",
     "quotes": [
      "Houdini Bio raises £1.5M to tackle gene therapy durability challenges"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.thejc.com/news/uk/houdini-british-jewish-start-ai-fix-genes-fatal-diseases-xxdabng8",
     "quotes": [
      "(trade) — \"Typically, other companies rely on a lot of trial and error."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Companies",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2227",
     "name": "SCVC (Science Creates)",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2227",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2077",
     "name": "Deep Science Ventures",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2077",
     "page_label": "Investors"
    },
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2052",
     "name": "Cambridge Enterprise VC",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2052",
     "page_label": "Investors"
    }
   ],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-NET-9019",
   "name": "Cambridge Wireless (CW)",
   "bucket": "org",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "International community in Cambridge (400+ companies) for wireless, edge AI, semiconductors, quantum, and autonomous systems; runs CW TEC and Special Interest Groups (SIGs) in AI.",
   "description": "International community in Cambridge (400+ companies) for wireless, edge AI, semiconductors, quantum, and autonomous systems; runs CW TEC and Special Interest Groups (SIGs) in AI. From Alex's Networks and media file (31 Oct 2026, source.txt line 115); the file gives this row's link and no other source.",
   "uk_status": null,
   "company": null,
   "place": {
    "text": "Cambridge (East of England)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Regional tech networks and devolved clusters"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Networks, bodies, events and media",
   "category": "Regional tech networks and devolved clusters",
   "function": "International community in Cambridge (400+ companies) for wireless, edge AI, semiconductors, quantum, and autonomous systems; runs CW TEC and Special Interest Groups (SIGs) in AI.",
   "affiliation": "Networks and media",
   "sources": [],
   "source_quotes": [],
   "website": [
    "https://www.cambridgewireless.co.uk/"
   ],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Networks, bodies, events and media",
     "div": "networks"
    }
   ],
   "div_label": "Networks and media",
   "location": "Cambridge (East of England)",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-NET-9020",
   "name": "Tech Educators / Norfolk & East Anglia AI Hub",
   "bucket": "org",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "Regional coding, AI education, and talent network; awarded a 2026 TechFirst Local grant (TechLocal: AI Talent Integration Pathway).",
   "description": "Regional coding, AI education, and talent network; awarded a 2026 TechFirst Local grant (TechLocal: AI Talent Integration Pathway). From Alex's Networks and media file (31 Oct 2026, source.txt line 118); the file gives this row's link and no other source.",
   "uk_status": null,
   "company": null,
   "place": {
    "text": "Norwich (East of England)",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Regional tech networks and devolved clusters"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Networks, bodies, events and media",
   "category": "Regional tech networks and devolved clusters",
   "function": "Regional coding, AI education, and talent network; awarded a 2026 TechFirst Local grant (TechLocal: AI Talent Integration Pathway).",
   "affiliation": "Networks and media",
   "sources": [],
   "source_quotes": [],
   "website": [
    "https://techeducators.co.uk/"
   ],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Networks, bodies, events and media",
     "div": "networks"
    }
   ],
   "div_label": "Networks and media",
   "location": "Norwich (East of England)",
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-NET-9043",
   "name": "AgentForge Talent Engine (Next AI Fusion Ltd)",
   "bucket": "prog",
   "status": null,
   "status_date": null,
   "status_detail": null,
   "one_line": "TechFirst Local Competition 1 grant recipient Next AI Fusion Ltd: project 'AgentForge Talent Engine', East of England.",
   "description": "TechFirst Local Competition 1 grant recipient Next AI Fusion Ltd: project 'AgentForge Talent Engine', East of England. From Alex's Networks and media file (31 Oct 2026, source.txt line 157); the file gives this row's link and no other source.",
   "uk_status": null,
   "company": null,
   "place": {
    "text": null,
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "TechFirst Local projects"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Schemes, programmes and AI lines",
   "category": "TechFirst Local projects",
   "function": "TechFirst Local Competition 1 grant recipient Next AI Fusion Ltd: project 'AgentForge Talent Engine', East of England.",
   "affiliation": "Networks and media",
   "sources": [
    "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients#next-ai-fusion-ltd"
   ],
   "source_quotes": [
    {
     "url": "https://www.gov.uk/government/publications/techlocal/techfirst-local-fund-grant-recipients#next-ai-fusion-ltd",
     "quotes": [
      "Link given in Alex's Networks and media file, line 157 (GOV.UK TechFirst Local recipients list); not re-checked."
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Schemes, programmes and AI lines",
     "div": "networks"
    }
   ],
   "div_label": "Networks and media",
   "location": null,
   "status_group": null,
   "ext_links": [],
   "label_links": [],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-LAB-12001",
   "name": "Intellegens",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-27",
   "status_detail": null,
   "one_line": "Cambridge spin-out whose Alchemite deep-learning software predicts materials and chemicals from sparse, noisy lab data.",
   "description": "Founded: 2017. Founders: Ben Pellegrini — CEO and co-founder; Gareth Conduit — CSO and co-founder. Researcher's caveat: high. Division as written: AI for science. [Labs Round 8, 31 Oct 2026] Latest money (as written): 2026-08-11; grant; amount not stated; Innovate UK (Frontier AI grants)",
   "uk_status": "UK-headquartered",
   "company": {
    "ch_number": "10591395",
    "ch_number_clean": "10591395",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/10591395",
    "ch_name": "INTELLEGENS LIMITED",
    "legal_name": "INTELLEGENS LIMITED",
    "status_registry": "Active",
    "incorporated": "30 January 2017",
    "sic_codes": [
     "72190 Other R&D on natural sciences and engineering"
    ]
   },
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Ben Pellegrini",
     "role": "CEO and co-founder",
     "from": "2017",
     "source": "https://intellegens.com/about/team/",
     "round4": true
    },
    {
     "name": "Gareth Conduit",
     "role": "CSO and co-founder",
     "from": "2017",
     "source": "https://intellegens.com/about/team/",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "materials science"
   ],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Companies",
   "function": "Cambridge spin-out whose Alchemite deep-learning software predicts materials and chemicals from sparse, noisy lab data.",
   "affiliation": "Labs",
   "sources": [
    "https://intellegens.com/",
    "https://intellegens.com/intellegens-wins-frontier-ai-grant-to-drive-next-gen-materials-innovation/"
   ],
   "source_quotes": [
    {
     "url": "https://intellegens.com/",
     "quotes": [
      "Advanced deep learning extracts value from real-world, sparse, noisy data."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://intellegens.com/intellegens-wins-frontier-ai-grant-to-drive-next-gen-materials-innovation/",
     "quotes": [
      "Intellegens has been selected from over 600 applications to receive one of the Frontier AI grants from Innovate UK."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "funded_by",
     "id": "BIZ-INV-2135",
     "name": "Innovate UK",
     "page": "investors",
     "href": "../../investors/#org=BIZ-INV-2135",
     "page_label": "Investors"
    },
    {
     "kind": "linked from: made_by",
     "id": "BIZ-LAB-12002",
     "name": "Alchemite (Intellegens)",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-12002",
     "page_label": "Labs"
    }
   ],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    }
   ],
   "degree": 2,
   "related_ids": [
    "BIZ-LAB-12003"
   ]
  },
  {
   "id": "BIZ-LAB-12003",
   "name": "Optibrium",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Companies House shows OPTIBRIUM LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge software company whose AI and machine-learning tools help chemists design and choose drug molecules.",
   "description": "Founded: 2009. Founders: Matt Segall — CEO and company director; Edmund Champness — CSO and company director. Researcher's caveat: high. Division as written: AI for science. [Labs Round 8, 31 Oct 2026] Latest money (as written): 2025-07-08; funding_round (debt financing); undisclosed; Shawbrook",
   "uk_status": "UK-headquartered (US subsidiary)",
   "company": {
    "legal_name": "Optibrium Ltd",
    "ch_number": "06715106",
    "ch_number_clean": "06715106",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/06715106",
    "ch_name": "OPTIBRIUM LIMITED",
    "status_registry": "Active",
    "incorporated": "3 October 2008",
    "sic_codes": [
     "62012 Software development; 72110 R&D on biotechnology"
    ],
    "previous_names": [
     "OPTILIBRIUM LTD"
    ]
   },
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Matt Segall",
     "role": "CEO and company director",
     "from": "2009",
     "source": "https://optibrium.com/about-optibrium/",
     "round4": true
    },
    {
     "name": "Edmund Champness",
     "role": "CSO and company director",
     "from": "2009",
     "source": "https://optibrium.com/about-optibrium/",
     "round4": true
    },
    {
     "name": "Nathan Brown",
     "role": "Director of Science (new post; previously Director of Digital Chemistry, Healx)",
     "from": "2026-01-13",
     "source": "https://optibrium.com/about/news/nathan-brown-director-of-science/",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "drug discovery"
   ],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Companies",
   "function": "Cambridge software company whose AI and machine-learning tools help chemists design and choose drug molecules.",
   "affiliation": "Labs",
   "sources": [
    "https://optibrium.com/about-optibrium/",
    "https://optibrium.com/about/news/optibriums-quantum-mechanics-and-machine-learning-methods-predict-routes-of-drug-metabolism/",
    "https://find-and-update.company-information.service.gov.uk/company/06715106"
   ],
   "source_quotes": [
    {
     "url": "https://optibrium.com/about-optibrium/",
     "quotes": [
      "they launched Cerella in 2021, an AI platform that provides transformative insights into complex discovery data."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://optibrium.com/about/news/optibriums-quantum-mechanics-and-machine-learning-methods-predict-routes-of-drug-metabolism/",
     "quotes": [
      "use quantum mechanical simulations with machine learning methods to predict sites of metabolism"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/06715106",
     "quotes": [
      "OPTIBRIUM LIMITED | Company number 06715106 | Active"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: made_by",
     "id": "BIZ-LAB-12004",
     "name": "Cerella (Optibrium)",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-12004",
     "page_label": "Labs"
    }
   ],
   "label_links": [
    {
     "kind": "funded_by",
     "name": "Shawbrook"
    },
    {
     "kind": "funded_by",
     "name": "Kester Capital"
    }
   ],
   "degree": 2,
   "related_ids": [
    "BIZ-LAB-12001"
   ]
  },
  {
   "id": "BIZ-LAB-12005",
   "name": "PharmEnable",
   "bucket": "co",
   "status": "active",
   "status_date": "2026-10-31",
   "status_detail": "Companies House shows PHARMENABLE THERAPEUTICS LIMITED as Active (checked 31 Oct 2026).",
   "one_line": "Cambridge chemistry spin-out using its own AI platform, chemSEEK, to design small-molecule drugs for hard targets.",
   "description": "Founded: 2016. Founders: Hannah Sore — CEO and co-founder; Jelena Aleksic — CBO and co-founder; Natalia Mateu — CSO and co-founder; David Spring — co-founder; Andreas Bender — co-founder. Researcher's caveat: high. Division as written: AI for science. [Labs Round 8, 31 Oct 2026] Latest money (as written): 2023-05-22; funding_round (pre-Series A); 7,500,000 USD; MP Healthcare Venture Management",
   "uk_status": "UK-headquartered",
   "company": {
    "ch_number": "10430444",
    "ch_number_clean": "10430444",
    "companies_house_url": "https://find-and-update.company-information.service.gov.uk/company/10430444",
    "ch_name": "PHARMENABLE THERAPEUTICS LIMITED",
    "legal_name": "PHARMENABLE THERAPEUTICS LIMITED",
    "status_registry": "Active",
    "incorporated": "17 October 2016",
    "sic_codes": [
     "74909 Other professional, scientific and technical activities"
    ],
    "previous_names": [
     "PHARMENABLE LIMITED"
    ]
   },
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Hannah Sore",
     "role": "CEO and co-founder",
     "from": "2016",
     "source": "https://www.uktech.news/medtech/pharmenable-pre-series-a-20230522",
     "round4": true
    },
    {
     "name": "Jelena Aleksic",
     "role": "CBO and co-founder",
     "from": "2016",
     "source": "https://www.uktech.news/medtech/pharmenable-pre-series-a-20230522",
     "round4": true
    },
    {
     "name": "Natalia Mateu",
     "role": "CSO and co-founder",
     "from": "2016",
     "source": "https://www.uktech.news/medtech/pharmenable-pre-series-a-20230522",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "drug discovery"
   ],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Companies",
   "category": "Companies",
   "function": "Cambridge chemistry spin-out using its own AI platform, chemSEEK, to design small-molecule drugs for hard targets.",
   "affiliation": "Labs",
   "sources": [
    "https://www.enterprise.cam.ac.uk/case-studies/pharmenable-creating-revolutionary-new-medicines-with-an-ai-enabled-platform/",
    "https://www.uktech.news/medtech/pharmenable-pre-series-a-20230522",
    "https://find-and-update.company-information.service.gov.uk/company/10430444"
   ],
   "source_quotes": [
    {
     "url": "https://www.enterprise.cam.ac.uk/case-studies/pharmenable-creating-revolutionary-new-medicines-with-an-ai-enabled-platform/",
     "quotes": [
      "proprietary AI-enabled platform, chemSEEK, to unlock novel chemical spaces"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.uktech.news/medtech/pharmenable-pre-series-a-20230522",
     "quotes": [
      "led by Mitsubishi Tanabe Pharma Group's venture capital division, MP Healthcare"
     ],
     "accessed": "2026-10-30",
     "trade": true,
     "amendment": false
    },
    {
     "url": "https://find-and-update.company-information.service.gov.uk/company/10430444",
     "quotes": [
      "PHARMENABLE THERAPEUTICS LIMITED | Company number 10430444 | Active"
     ],
     "accessed": "2026-10-31",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Companies",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "linked from: made_by",
     "id": "BIZ-LAB-12006",
     "name": "chemSEEK (PharmEnable)",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-12006",
     "page_label": "Labs"
    }
   ],
   "label_links": [
    {
     "kind": "spun_out_of",
     "name": "University of Cambridge"
    },
    {
     "kind": "funded_by",
     "name": "MP Healthcare Venture Management"
    },
    {
     "kind": "funded_by",
     "name": "Cambridge Enterprise"
    },
    {
     "kind": "funded_by",
     "name": "Parkwalk Advisors"
    }
   ],
   "degree": 0,
   "related_ids": []
  },
  {
   "id": "BIZ-LAB-13003",
   "name": "British Antarctic Survey AI Lab (Polar Artificial Intelligence team)",
   "bucket": "org",
   "status": "active",
   "status_date": "2026-10-30",
   "status_detail": null,
   "one_line": "A team at the British Antarctic Survey that builds AI tools to forecast sea ice and track icebergs and wildlife from satellites.",
   "description": "Researcher's caveat: high.",
   "uk_status": "uk_research_institute",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [
    {
     "name": "Jonathan Smith",
     "role": "Principal Research Scientist and Leader of the Polar Artificial Intelligence Team (AI Team Lead)",
     "from": null,
     "source": "https://www.bas.ac.uk/profile/jonsmi/",
     "round4": true
    },
    {
     "name": "Martin Rogers",
     "role": "Machine Learning Research Scientist",
     "from": null,
     "source": "https://www.bas.ac.uk/project/ai-for-earth-observation/",
     "round4": true
    },
    {
     "name": "Ben Evans",
     "role": "Machine Learning Research Scientist",
     "from": null,
     "source": "https://www.bas.ac.uk/project/ai-for-earth-observation/",
     "round4": true
    },
    {
     "name": "Ellen Bowler",
     "role": "Machine Learning Research Scientist",
     "from": null,
     "source": "https://www.bas.ac.uk/project/ai-for-earth-observation/",
     "round4": true
    }
   ],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Non-profit and independent research labs"
   ],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Networks, bodies, events and media",
   "category": "Non-profit and independent research labs",
   "function": "A team at the British Antarctic Survey that builds AI tools to forecast sea ice and track icebergs and wildlife from satellites.",
   "affiliation": "Labs",
   "sources": [
    "https://www.bas.ac.uk/team/science-teams/ai-lab/",
    "https://www.bas.ac.uk/project/icenet/"
   ],
   "source_quotes": [
    {
     "url": "https://www.bas.ac.uk/team/science-teams/ai-lab/",
     "quotes": [
      "applies artificial intelligence to tackle key polar challenges"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.bas.ac.uk/project/icenet/",
     "quotes": [
      "active development on IceNet ended in December 2025"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Networks, bodies, events and media",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "active",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-SAFE-2060",
     "name": "The Alan Turing Institute (AI assurance and security work)",
     "page": "safety",
     "href": "../../safety/#org=BIZ-SAFE-2060",
     "page_label": "Safety"
    }
   ],
   "label_links": [
    {
     "kind": "part_of",
     "name": "British Antarctic Survey"
    },
    {
     "kind": "partner_of",
     "name": "University of Cambridge"
    }
   ],
   "degree": 2,
   "related_ids": [
    "BIZ-LAB-13004",
    "BIZ-LAB-13005"
   ]
  },
  {
   "id": "BIZ-LAB-13004",
   "name": "IceNet (BAS and Alan Turing Institute sea ice forecasting model)",
   "bucket": "prod",
   "status": "development ended; code and papers remain open",
   "status_date": "2025-12",
   "status_detail": null,
   "one_line": "A deep learning system that forecasts Arctic sea ice month by month, up to six months ahead.",
   "description": "Researcher's caveat: high.",
   "uk_status": "uk_research_institute",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Non-profit and independent research labs"
   ],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "Non-profit and independent research labs",
   "function": "A deep learning system that forecasts Arctic sea ice month by month, up to six months ahead.",
   "affiliation": "Labs",
   "sources": [
    "https://www.bas.ac.uk/project/icenet/",
    "https://www.nature.com/articles/s41467-021-25257-4"
   ],
   "source_quotes": [
    {
     "url": "https://www.bas.ac.uk/project/icenet/",
     "quotes": [
      "outperformed a state-of-the-art dynamical model for seasonal summer sea ice forecasts"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.nature.com/articles/s41467-021-25257-4",
     "quotes": [
      "We present a probabilistic, deep learning sea ice forecasting system, IceNet."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "development ended; code and papers remain open",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-SAFE-2060",
     "name": "The Alan Turing Institute (AI assurance and security work)",
     "page": "safety",
     "href": "../../safety/#org=BIZ-SAFE-2060",
     "page_label": "Safety"
    }
   ],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-LAB-13003"
   ]
  },
  {
   "id": "BIZ-LAB-13005",
   "name": "Nilas (BAS medium-range sea ice forecasting system)",
   "bucket": "prod",
   "status": "in development; field-trialled",
   "status_date": "2025-12",
   "status_detail": null,
   "one_line": "A machine learning system that gives 1-to-15-day sea ice forecasts for ships in polar seas.",
   "description": "Researcher's caveat: medium.",
   "uk_status": "uk_research_institute",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "Non-profit and independent research labs"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "Non-profit and independent research labs",
   "function": "A machine learning system that gives 1-to-15-day sea ice forecasts for ships in polar seas.",
   "affiliation": "Labs",
   "sources": [
    "https://www.bas.ac.uk/project/nilas/"
   ],
   "source_quotes": [
    {
     "url": "https://www.bas.ac.uk/project/nilas/",
     "quotes": [
      "promising opportunities"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "in development; field-trialled",
   "ext_links": [],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "University of Cambridge"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-LAB-13003"
   ]
  },
  {
   "id": "BIZ-LAB-14053",
   "name": "AI Materials Foundry (CuspAI)",
   "bucket": "prod",
   "status": "live (partner network)",
   "status_date": "— (launch date not stated)",
   "status_detail": null,
   "one_line": "CuspAI's network of industry, lab and data partners that uses its AI to design and test new materials.",
   "description": "Division as written: AI for science.",
   "uk_status": "CuspAI (see record BIZ-LAB-011)",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "materials science"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "Companies",
   "function": "CuspAI's network of industry, lab and data partners that uses its AI to design and test new materials.",
   "affiliation": "Labs",
   "sources": [
    "https://www.cusp.ai/"
   ],
   "source_quotes": [
    {
     "url": "https://www.cusp.ai/",
     "quotes": [
      "a global network of over 45 partners, including NVIDIA and Meta"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "live (partner network)",
   "ext_links": [
    {
     "kind": "partner_of",
     "id": "BIZ-BIG-014",
     "name": "NVIDIA (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-014",
     "page_label": "Big tech in the UK"
    },
    {
     "kind": "partner_of",
     "id": "BIZ-BIG-019",
     "name": "Meta (UK)",
     "page": "big-tech",
     "href": "../../big-tech/#org=BIZ-BIG-019",
     "page_label": "Big tech in the UK"
    },
    {
     "kind": "linked from: part_of",
     "id": "BIZ-LAB-12021",
     "name": "MIRA (CuspAI)",
     "page": "labs",
     "href": "../../labs/#org=BIZ-LAB-12021",
     "page_label": "Labs"
    }
   ],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-LAB-011"
   ]
  },
  {
   "id": "BIZ-LAB-14080",
   "name": "Muse (WHAM-1.6B, World and Human Action Model)",
   "bucket": "prod",
   "status": "research (Nature paper; demonstrator)",
   "status_date": "2025-02-19",
   "status_detail": null,
   "one_line": "Microsoft's generative model of a video game, built with Ninja Theory, that predicts gameplay visuals and player actions to help designers try out ideas.",
   "description": "Researcher's caveat: high. Division as written: Corporate research labs.",
   "uk_status": "Microsoft Research Cambridge (see record BIZ-LAB-2013)",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "generative video"
   ],
   "confidence": "verified",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "Companies",
   "function": "Microsoft's generative model of a video game, built with Ninja Theory, that predicts gameplay visuals and player actions to help designers try out ideas.",
   "affiliation": "Labs",
   "sources": [
    "https://www.microsoft.com/en-us/research/project/wham/",
    "https://www.microsoft.com/en-us/research/group/game-intelligence/"
   ],
   "source_quotes": [
    {
     "url": "https://www.microsoft.com/en-us/research/project/wham/",
     "quotes": [
      "a family of generative AI models that capture both the environment (\"world\") and human actions"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    },
    {
     "url": "https://www.microsoft.com/en-us/research/group/game-intelligence/",
     "quotes": [
      "Introducing Muse: Our first generative AI model designed for gameplay ideation"
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": false,
   "confidence_raw": "verified",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "research (Nature paper; demonstrator)",
   "ext_links": [],
   "label_links": [
    {
     "kind": "partner_of",
     "name": "Ninja Theory"
    }
   ],
   "degree": 1,
   "related_ids": [
    "BIZ-LAB-2013"
   ]
  },
  {
   "id": "BIZ-LAB-14081",
   "name": "WHAMM (real-time successor to WHAM; Quake II demo)",
   "bucket": "prod",
   "status": "research demo (Copilot Labs)",
   "status_date": "2025-04-04",
   "status_detail": null,
   "one_line": "Faster follow-up to Muse that generates a playable AI version of Quake II in real time.",
   "description": "Division as written: Corporate research labs.",
   "uk_status": "Microsoft Research (see record BIZ-LAB-2013)",
   "company": null,
   "place": {
    "text": "Cambridge",
    "postcode": null,
    "lat": null,
    "lng": null,
    "region": "England: East of England"
   },
   "people": [],
   "money": [],
   "site": null,
   "product": null,
   "dsit_domains": [],
   "sectors": [
    "generative video"
   ],
   "confidence": "single_source",
   "checked": "2026-10-30",
   "as_of": "2026-10-30",
   "applied": null,
   "held": null,
   "same_as": null,
   "package1_id": null,
   "type": "Chips, models and products",
   "category": "Companies",
   "function": "Faster follow-up to Muse that generates a playable AI version of Quake II in real time.",
   "affiliation": "Labs",
   "sources": [
    "https://www.microsoft.com/en-us/research/articles/whamm-real-time-world-modelling-of-interactive-environments/"
   ],
   "source_quotes": [
    {
     "url": "https://www.microsoft.com/en-us/research/articles/whamm-real-time-world-modelling-of-interactive-environments/",
     "quotes": [
      "WHAMM is able to generate images at 10+ frames a second, enabling real-time video generation."
     ],
     "accessed": "2026-10-30",
     "trade": false,
     "amendment": false
    }
   ],
   "website": [],
   "colleges": [],
   "topics": [],
   "one_source": true,
   "confidence_raw": "single_source",
   "depts": [
    {
     "dept": "Chips, models and products",
     "div": "labs"
    }
   ],
   "div_label": "Labs",
   "location": "Cambridge",
   "status_group": "research demo (Copilot Labs)",
   "ext_links": [],
   "label_links": [],
   "degree": 1,
   "related_ids": [
    "BIZ-LAB-2013"
   ]
  }
 ],
 "links": [
  {
   "source": "BIZ-CHIP-002",
   "target": "BIZ-CHIP-001",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-002 links: part_of → BIZ-CHIP-001"
  },
  {
   "source": "BIZ-CHIP-021",
   "target": "BIZ-CHIP-020",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-021 links: part_of → BIZ-CHIP-020"
  },
  {
   "source": "BIZ-CHIP-022",
   "target": "BIZ-INV-204",
   "kind": "funded_by",
   "evidence": "BIZ-CHIP-022 links: funded_by → Cambridge Innovation Capital"
  },
  {
   "source": "BIZ-CHIP-026",
   "target": "BIZ-CHIP-025",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-026 links: part_of → BIZ-CHIP-025"
  },
  {
   "source": "BIZ-CHIP-031",
   "target": "BIZ-CHIP-030",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-031 links: part_of → BIZ-CHIP-030"
  },
  {
   "source": "BIZ-CHIP-032",
   "target": "BIZ-CHIP-030",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-032 links: part_of → BIZ-CHIP-030"
  },
  {
   "source": "BIZ-CLD-023",
   "target": "BIZ-DC-004",
   "kind": "buys_from",
   "evidence": "BIZ-CLD-023 links: buys_from → BIZ-DC-004 Kao Data"
  },
  {
   "source": "BIZ-CLD-023",
   "target": "BIZ-DC-005",
   "kind": "located_in",
   "evidence": "BIZ-CLD-023 links: located_in → BIZ-DC-005 Kao Data Harlow campus"
  },
  {
   "source": "BIZ-DC-044",
   "target": "BIZ-DC-043",
   "kind": "part_of",
   "evidence": "BIZ-DC-044 links: part_of → BIZ-DC-043"
  },
  {
   "source": "BIZ-DC-005",
   "target": "BIZ-DC-004",
   "kind": "part_of",
   "evidence": "BIZ-DC-005 links: part_of → BIZ-DC-004 Kao Data"
  },
  {
   "source": "BIZ-DC-010",
   "target": "BIZ-DC-009",
   "kind": "part_of",
   "evidence": "BIZ-DC-010 links: part_of → BIZ-DC-009"
  },
  {
   "source": "BIZ-DC-023",
   "target": "BIZ-DC-022",
   "kind": "part_of",
   "evidence": "BIZ-DC-023 links: part_of → BIZ-DC-022"
  },
  {
   "source": "BIZ-EST-030",
   "target": "BIZ-EST-031",
   "kind": "partner_of",
   "evidence": "BIZ-EST-030 links: partner_of → BIZ-EST-031"
  },
  {
   "source": "BIZ-EST-030",
   "target": "BIZ-EST-032",
   "kind": "partner_of",
   "evidence": "BIZ-EST-030 links: partner_of → BIZ-EST-032"
  },
  {
   "source": "BIZ-EST-030",
   "target": "BIZ-EST-033",
   "kind": "partner_of",
   "evidence": "BIZ-EST-030 links: partner_of → BIZ-EST-033"
  },
  {
   "source": "BIZ-EST-031",
   "target": "BIZ-EST-030",
   "kind": "part_of",
   "evidence": "BIZ-EST-031 links: part_of → BIZ-EST-030"
  },
  {
   "source": "BIZ-EST-032",
   "target": "BIZ-EST-030",
   "kind": "part_of",
   "evidence": "BIZ-EST-032 links: part_of → BIZ-EST-030"
  },
  {
   "source": "BIZ-EST-033",
   "target": "BIZ-EST-030",
   "kind": "part_of",
   "evidence": "BIZ-EST-033 links: part_of → BIZ-EST-030"
  },
  {
   "source": "BIZ-CHIP-034",
   "target": "BIZ-INV-204",
   "kind": "funded_by",
   "evidence": "BIZ-CHIP-034 links: funded_by → Cambridge Innovation Capital"
  },
  {
   "source": "BIZ-TAL-224",
   "target": "BIZ-SU-FIN-003",
   "kind": "works_at",
   "evidence": "BIZ-TAL-224 links: works_at → Darktrace"
  },
  {
   "source": "BIZ-INV-204",
   "target": "BIZ-CHIP-034",
   "kind": "funds",
   "evidence": "BIZ-INV-204 links: funds → Cambridge GaN Devices (BIZ-CHIP-034; DEAL-CHIP-029)"
  },
  {
   "source": "BIZ-SU-IND-806",
   "target": "BIZ-SU-OTH-726",
   "kind": "same_as",
   "evidence": "BIZ-SU-IND-806 links: same_as → RoboK"
  },
  {
   "source": "BIZ-CHIP-2044",
   "target": "BIZ-CHIP-001",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-2044 links: part_of → Arm"
  },
  {
   "source": "BIZ-CHIP-2045",
   "target": "BIZ-CHIP-001",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-2045 links: part_of → Arm"
  },
  {
   "source": "BIZ-CHIP-2046",
   "target": "BIZ-CHIP-001",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-2046 links: part_of → Arm"
  },
  {
   "source": "BIZ-CHIP-2047",
   "target": "BIZ-CHIP-001",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-2047 links: part_of → Arm"
  },
  {
   "source": "BIZ-CHIP-2048",
   "target": "BIZ-CHIP-001",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-2048 links: part_of → Arm"
  },
  {
   "source": "BIZ-CHIP-2049",
   "target": "BIZ-CHIP-001",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-2049 links: part_of → Arm"
  },
  {
   "source": "BIZ-CHIP-2049",
   "target": "BIZ-CHIP-2048",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-2049 links: part_of → Arm Lumex CSS"
  },
  {
   "source": "BIZ-CHIP-2050",
   "target": "BIZ-CHIP-001",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-2050 links: part_of → Arm"
  },
  {
   "source": "BIZ-CHIP-2051",
   "target": "BIZ-CHIP-001",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-2051 links: part_of → Arm"
  },
  {
   "source": "BIZ-CHIP-2052",
   "target": "BIZ-CHIP-001",
   "kind": "part_of",
   "evidence": "BIZ-CHIP-2052 links: part_of → Arm"
  },
  {
   "source": "BIZ-CHIP-2053",
   "target": "BIZ-CHIP-001",
   "kind": "operates",
   "evidence": "BIZ-CHIP-2053 links: operates → Arm"
  },
  {
   "source": "BIZ-CLD-2004",
   "target": "BIZ-CLD-017",
   "kind": "partner_of",
   "evidence": "BIZ-CLD-2004 links: partner_of → Zenith, University of Cambridge"
  },
  {
   "source": "BIZ-CHIP-7073",
   "target": "BIZ-CHIP-001",
   "kind": "made_by",
   "evidence": "BIZ-CHIP-7073 links: made_by → BIZ-CHIP-001"
  },
  {
   "source": "BIZ-LAB-3003",
   "target": "BIZ-LAB-016",
   "kind": "made_by",
   "evidence": "BIZ-LAB-3003 links: made_by → BIZ-LAB-016 Hiverge"
  },
  {
   "source": "BIZ-LAB-12001",
   "target": "BIZ-LAB-12003",
   "kind": "partner_of",
   "evidence": "BIZ-LAB-12001 links: partner_of → Optibrium"
  },
  {
   "source": "BIZ-LAB-12003",
   "target": "BIZ-LAB-12001",
   "kind": "partner_of",
   "evidence": "BIZ-LAB-12003 links: partner_of → Intellegens"
  },
  {
   "source": "BIZ-LAB-13004",
   "target": "BIZ-LAB-13003",
   "kind": "made_by",
   "evidence": "BIZ-LAB-13004 links: made_by → British Antarctic Survey AI Lab (BIZ-LAB-13003)"
  },
  {
   "source": "BIZ-LAB-13005",
   "target": "BIZ-LAB-13003",
   "kind": "made_by",
   "evidence": "BIZ-LAB-13005 links: made_by → British Antarctic Survey AI Lab (BIZ-LAB-13003)"
  },
  {
   "source": "BIZ-LAB-14053",
   "target": "BIZ-LAB-011",
   "kind": "made_by",
   "evidence": "BIZ-LAB-14053 links: made_by → CuspAI (BIZ-LAB-011)"
  },
  {
   "source": "BIZ-LAB-14080",
   "target": "BIZ-LAB-2013",
   "kind": "made_by",
   "evidence": "BIZ-LAB-14080 links: made_by → Microsoft Research Cambridge (BIZ-LAB-2013)"
  },
  {
   "source": "BIZ-LAB-14081",
   "target": "BIZ-LAB-2013",
   "kind": "made_by",
   "evidence": "BIZ-LAB-14081 links: made_by → Microsoft Research Cambridge (BIZ-LAB-2013)"
  }
 ],
 "placement_method": {
  "by_sub_page_or_type": 160
 }
}