{
  "company": {
    "name": "BiFrost AI",
    "website": "https://bifrost.ai/",
    "record": "https://startuphistory.org/c/bifrost.ai"
  },
  "status": null,
  "history_since": "2020-07-06T06:26:36.000Z",
  "baseline": {
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    "observed_at": "2020-07-06T06:26:36.000Z",
    "headline": "Synthetic Data | Bifrost AI",
    "description": "Build AI in a day instead of a year, at a fraction of the price, with the Bifrost synthetic data engine. Labelled data for any scenario.",
    "evidence": "https://web.archive.org/web/20200706062636/https://www.bifrost.ai/",
    "evidence_kind": "internet_archive",
    "facts": null,
    "basis": "first_observation",
    "is_change": false
  },
  "live_captures": 1,
  "last_checked": "2026-11-05T11:56:10.844Z",
  "live_status": null,
  "messaging": [
    {
      "quote_observed_at": "2022-08-17T22:58:16.000Z",
      "variants": [
        {
          "headline": "Synthetic Data | Bifrost AI",
          "subhead": "Build AI in a day instead of a year, at a fraction of the price, with the Bifrost synthetic data engine. Labelled data for any scenario.",
          "observed_at": "2020-07-06T06:26:36.000Z",
          "evidence": "https://web.archive.org/web/20200706062636/https://www.bifrost.ai/",
          "evidence_kind": "internet_archive"
        },
        {
          "headline": "Bifrost AI | Synthetic Data for Satellite Imagery",
          "subhead": "Generate diverse datasets for geospatial analytics using our synthetic data API. Build a robust dataset in hours instead of months.",
          "observed_at": "2021-01-02T22:21:44.000Z",
          "evidence": "https://web.archive.org/web/20210102222144/https://www.bifrost.ai/",
          "evidence_kind": "internet_archive"
        },
        {
          "headline": "Bifrost AI | Synthetic Data for Geospatial AI",
          "subhead": "Generate diverse datasets for geospatial analytics using our synthetic data API. Build a robust dataset in hours instead of months.",
          "observed_at": "2022-01-24T17:07:35.000Z",
          "evidence": "https://web.archive.org/web/20220124170735/https://www.bifrost.ai/",
          "evidence_kind": "internet_archive"
        },
        {
          "headline": "Bifrost AI | Synthetic Data for Geospatial AI",
          "subhead": "Generate diverse datasets for geospatial analytics using our synthetic data API. Build a robust dataset in hours instead of months.",
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          "evidence": "https://web.archive.org/web/20220817225816/https://www.bifrost.ai/",
          "evidence_kind": "internet_archive"
        }
      ],
      "headline": "Bifrost AI | Synthetic Data for Geospatial AI",
      "subhead": "Generate diverse datasets for geospatial analytics using our synthetic data API. Build a robust dataset in hours instead of months.",
      "from": "2020-07-06T06:26:36.000Z",
      "to": "2022-08-17T22:58:16.000Z",
      "captures": 4,
      "evidence": "https://web.archive.org/web/20220817225816/https://www.bifrost.ai/",
      "evidence_kind": "internet_archive",
      "seen": {
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          "to": "2022-08-17T22:58:16.000Z"
        }
      },
      "current": false
    },
    {
      "quote_observed_at": "2024-01-05T14:26:16.000Z",
      "variants": [
        {
          "headline": "Bifrost AI | Generative AI for 3D Worlds",
          "subhead": "Generate diverse images, 3D assets and environments to accelerate AI development, next-gen gaming and more.",
          "observed_at": "2023-01-30T18:24:30.000Z",
          "evidence": "https://web.archive.org/web/20230130182430/https://www.bifrost.ai/",
          "evidence_kind": "internet_archive"
        },
        {
          "headline": "Bifrost AI | Generative AI for 3D Worlds",
          "subhead": "Generate diverse 3D worlds to accelerate AI development, next-gen gaming and more.",
          "observed_at": "2024-01-05T14:26:16.000Z",
          "evidence": "https://web.archive.org/web/20240105142616/https://www.bifrost.ai/",
          "evidence_kind": "internet_archive"
        }
      ],
      "headline": "Bifrost AI | Generative AI for 3D Worlds",
      "subhead": "Generate diverse 3D worlds to accelerate AI development, next-gen gaming and more.",
      "from": "2023-01-30T18:24:30.000Z",
      "to": "2024-01-05T14:26:16.000Z",
      "captures": 2,
      "evidence": "https://web.archive.org/web/20240105142616/https://www.bifrost.ai/",
      "evidence_kind": "internet_archive",
      "seen": {
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          "to": "2024-01-05T14:26:16.000Z"
        }
      },
      "current": false
    },
    {
      "quote_observed_at": "2026-01-29T13:27:41.000Z",
      "variants": [
        {
          "headline": "Bifrost AI - Synthetic Data for Computer Vision",
          "subhead": "Train and test Physical AI models faster by generating realistic synthetic datasets in simulated 3D worlds. No real-world datasets needed.",
          "observed_at": "2026-01-23T05:10:55.000Z",
          "evidence": "https://web.archive.org/web/20260123051055/https://www.bifrost.ai/",
          "evidence_kind": "internet_archive"
        },
        {
          "headline": "Bifrost AI - Synthetic Data for Computer Vision",
          "subhead": "Train and test Physical AI models faster by generating realistic synthetic datasets in simulated 3D worlds. No real-world datasets needed.",
          "observed_at": "2026-01-29T13:27:41.000Z",
          "evidence": "https://web.archive.org/web/20260129132741/https://www.bifrost.ai/",
          "evidence_kind": "internet_archive"
        }
      ],
      "headline": "Bifrost AI - Synthetic Data for Computer Vision",
      "subhead": "Train and test Physical AI models faster by generating realistic synthetic datasets in simulated 3D worlds. No real-world datasets needed.",
      "from": "2026-01-23T05:10:55.000Z",
      "to": "2026-01-29T13:27:41.000Z",
      "captures": 2,
      "evidence": "https://web.archive.org/web/20260129132741/https://www.bifrost.ai/",
      "evidence_kind": "internet_archive",
      "seen": {
        "between": {
          "from": "2026-01-23T05:10:55.000Z",
          "to": "2026-01-29T13:27:41.000Z"
        }
      },
      "current": false
    },
    {
      "quote_observed_at": "2026-07-12T16:32:07.000Z",
      "variants": [
        {
          "headline": "Evaluate & Improve Physical AI",
          "subhead": "Bifrost builds the simulation infrastructure for physical AI. Stardust generates photorealistic, multi-modal synthetic data; Manifold evaluates any robot policy on any benchmark.",
          "observed_at": "2026-07-12T16:32:07.000Z",
          "evidence": "https://web.archive.org/web/20260712163207/https://www.bifrost.ai/",
          "evidence_kind": "internet_archive"
        }
      ],
      "headline": "Evaluate & Improve Physical AI",
      "subhead": "Bifrost builds the simulation infrastructure for physical AI. Stardust generates photorealistic, multi-modal synthetic data; Manifold evaluates any robot policy on any benchmark.",
      "from": "2026-07-12T16:32:07.000Z",
      "to": "2026-07-12T16:32:07.000Z",
      "captures": 1,
      "evidence": "https://web.archive.org/web/20260712163207/https://www.bifrost.ai/",
      "evidence_kind": "internet_archive",
      "seen": {
        "on": "2026-07-12T16:32:07.000Z"
      },
      "current": false
    },
    {
      "quote_observed_at": "2026-08-28T13:58:09.000Z",
      "variants": [
        {
          "headline": "Accelerate Robotics Research",
          "subhead": "Manifold runs thousands of GPU-parallel robot policy evaluations with custom rubrics and agentic failure analysis. Insights in 30 minutes, not days.",
          "observed_at": "2026-08-28T13:58:09.000Z",
          "evidence": "https://web.archive.org/web/20260828135809/https://www.bifrost.ai/",
          "evidence_kind": "internet_archive"
        }
      ],
      "headline": "Accelerate Robotics Research",
      "subhead": "Manifold runs thousands of GPU-parallel robot policy evaluations with custom rubrics and agentic failure analysis. Insights in 30 minutes, not days.",
      "from": "2026-08-28T13:58:09.000Z",
      "to": "2026-08-28T13:58:09.000Z",
      "captures": 1,
      "evidence": "https://web.archive.org/web/20260828135809/https://www.bifrost.ai/",
      "evidence_kind": "internet_archive",
      "seen": {
        "on": "2026-08-28T13:58:09.000Z"
      },
      "current": false
    },
    {
      "quote_observed_at": "2026-11-05T11:56:10.844Z",
      "variants": [
        {
          "headline": "Simulation that turns failures into fixes.",
          "subhead": "Manifold runs thousands of GPU-parallel robot policy evaluations with custom rubrics and agentic failure analysis. Insights in 30 minutes, not days.",
          "observed_at": "2026-11-05T11:56:10.844Z",
          "evidence": "https://www.bifrost.ai/",
          "evidence_kind": "live_capture"
        }
      ],
      "headline": "Simulation that turns failures into fixes.",
      "subhead": "Manifold runs thousands of GPU-parallel robot policy evaluations with custom rubrics and agentic failure analysis. Insights in 30 minutes, not days.",
      "from": "2026-11-05T11:56:10.844Z",
      "to": "2026-11-05T11:56:10.844Z",
      "captures": 1,
      "evidence": "https://www.bifrost.ai/",
      "evidence_kind": "live_capture",
      "seen": {
        "on": "2026-11-05T11:56:10.844Z"
      },
      "current": true
    }
  ],
  "changes": [
    {
      "n": 1,
      "id": "classifier-906af97884b3852f79b5c3e26159a00732f95772f874f51f203bdda678a22fcc:dc8d36c6408f1f357a75318a43c2ffc79369a184a23d837d209e210adf4d468d:repositioning",
      "before_evidence": "https://web.archive.org/web/20220817225816/https://www.bifrost.ai/",
      "before_evidence_kind": "internet_archive",
      "kind": "repositioning",
      "label": "Messaging",
      "summary": "Changed its homepage headline from “Bifrost AI | Synthetic Data for Geospatial AI” to “Bifrost AI | Generative AI for 3D Worlds”.",
      "between": {
        "from": "2022-08-17T22:58:16.000Z",
        "to": "2023-01-30T18:24:30.000Z"
      },
      "evidence": "https://web.archive.org/web/20230130182430/https://www.bifrost.ai/",
      "evidence_kind": "internet_archive",
      "basis": "classifier",
      "topic": "https://startuphistory.org/t/repositioned"
    },
    {
      "n": 2,
      "id": "page-dc8d36c6408f1f357a75318a43c2ffc79369a184a23d837d209e210adf4d468d:57ddbf703494bae90a1bc14efced0ba690dd96ccb03000871e9eae4e1886162f:hiring:20dd4c09cc4ab0aa",
      "before_evidence": "https://web.archive.org/web/20230130182430/https://www.bifrost.ai/",
      "before_evidence_kind": "internet_archive",
      "kind": "hiring",
      "label": "Hiring",
      "summary": "Added a careers page.",
      "between": {
        "from": "2023-01-30T18:24:30.000Z",
        "to": "2024-01-05T14:26:16.000Z"
      },
      "evidence": "https://web.archive.org/web/20240105142616/https://www.bifrost.ai/",
      "evidence_kind": "internet_archive",
      "basis": "page_facts",
      "topic": "https://startuphistory.org/t/added-careers-page"
    },
    {
      "n": 3,
      "id": "page-0760c74826504dae649393428012b1961f66db045fc5e9be0b7555f05ba2cae7:1754e97e0b8298670202868870eb1d74070231f8a1a0fc479b6cb82fd403931c:hiring:70bbbe3680f59b6f",
      "before_evidence": "https://web.archive.org/web/20240721062206/https://www.bifrost.ai/",
      "before_evidence_kind": "internet_archive",
      "kind": "hiring",
      "label": "Hiring",
      "summary": "Opened a job board on Ashby.",
      "between": {
        "from": "2024-07-21T06:22:06.000Z",
        "to": "2025-01-11T09:01:01.000Z"
      },
      "evidence": "https://web.archive.org/web/20250111090101/https://www.bifrost.ai/",
      "evidence_kind": "internet_archive",
      "basis": "page_facts",
      "topic": "https://startuphistory.org/t/added-careers-page"
    },
    {
      "n": 4,
      "id": "page-5c33b56802b58521d1ba3be36d8fa39511e41801793ec766b3d135b066aaf8dc:8c29f99569298929d6c9a203d8d459c43d1f51dad1da37b9a280517e63645f1d:hiring:70bbbe3680f59b6f",
      "before_evidence": "https://web.archive.org/web/20260129132741/https://www.bifrost.ai/",
      "before_evidence_kind": "internet_archive",
      "kind": "hiring",
      "label": "Hiring",
      "summary": "Opened a job board on Ashby.",
      "between": {
        "from": "2026-01-29T13:27:41.000Z",
        "to": "2026-07-12T16:32:07.000Z"
      },
      "evidence": "https://web.archive.org/web/20260712163207/https://www.bifrost.ai/",
      "evidence_kind": "internet_archive",
      "basis": "page_facts",
      "topic": "https://startuphistory.org/t/added-careers-page"
    },
    {
      "n": 5,
      "id": "page-8c29f99569298929d6c9a203d8d459c43d1f51dad1da37b9a280517e63645f1d:454c39e37d0a15ae486d8df23941b34b47a13ef702609e174aa76bd9201b1adb:headline:8bdaa8023ec63d1c",
      "before_evidence": "https://web.archive.org/web/20260712163207/https://www.bifrost.ai/",
      "before_evidence_kind": "internet_archive",
      "kind": "headline",
      "label": "Headline",
      "summary": "Changed its homepage headline from “Evaluate & Improve Physical AI” to “Accelerate Robotics Research”.",
      "between": {
        "from": "2026-07-12T16:32:07.000Z",
        "to": "2026-08-28T13:58:09.000Z"
      },
      "evidence": "https://web.archive.org/web/20260828135809/https://www.bifrost.ai/",
      "evidence_kind": "internet_archive",
      "basis": "page_facts",
      "topic": null
    },
    {
      "n": 6,
      "id": "page-8c29f99569298929d6c9a203d8d459c43d1f51dad1da37b9a280517e63645f1d:454c39e37d0a15ae486d8df23941b34b47a13ef702609e174aa76bd9201b1adb:investors:f2a209b9a8b8a584",
      "before_evidence": "https://web.archive.org/web/20260712163207/https://www.bifrost.ai/",
      "before_evidence_kind": "internet_archive",
      "kind": "investors",
      "label": "Investors",
      "summary": "Now shows investor logos: Sequoia, Lux Capital, Airbus Ventures, Wavemaker, Carbide and Techstars.",
      "between": {
        "from": "2026-07-12T16:32:07.000Z",
        "to": "2026-08-28T13:58:09.000Z"
      },
      "evidence": "https://web.archive.org/web/20260828135809/https://www.bifrost.ai/",
      "evidence_kind": "internet_archive",
      "basis": "page_facts",
      "topic": "https://startuphistory.org/t/added-investor-logos"
    },
    {
      "n": 7,
      "id": "page-454c39e37d0a15ae486d8df23941b34b47a13ef702609e174aa76bd9201b1adb:2be68f0d71410db9e068a90cb3a2041c44d7f8b0fc10548b6defe0d07bf7c3de:customers_added:24b8ba73796ab19e",
      "before_evidence": "https://web.archive.org/web/20260828135809/https://www.bifrost.ai/",
      "before_evidence_kind": "internet_archive",
      "kind": "customers_added",
      "label": "New customers",
      "summary": "Added customer logo to its homepage: ClassNK.",
      "between": {
        "from": "2026-08-28T13:58:09.000Z",
        "to": "2026-11-05T11:56:10.844Z"
      },
      "evidence": "https://www.bifrost.ai/",
      "evidence_kind": "live_capture",
      "basis": "page_facts",
      "topic": "https://startuphistory.org/t/added-customer-logos"
    },
    {
      "n": 8,
      "id": "page-454c39e37d0a15ae486d8df23941b34b47a13ef702609e174aa76bd9201b1adb:2be68f0d71410db9e068a90cb3a2041c44d7f8b0fc10548b6defe0d07bf7c3de:headline:f9d5846aac091991",
      "before_evidence": "https://web.archive.org/web/20260828135809/https://www.bifrost.ai/",
      "before_evidence_kind": "internet_archive",
      "kind": "headline",
      "label": "Headline",
      "summary": "Changed its homepage headline from “Accelerate Robotics Research” to “Simulation that turns failures into fixes.”.",
      "between": {
        "from": "2026-08-28T13:58:09.000Z",
        "to": "2026-11-05T11:56:10.844Z"
      },
      "evidence": "https://www.bifrost.ai/",
      "evidence_kind": "live_capture",
      "basis": "page_facts",
      "topic": null
    }
  ],
  "update": {
    "headline": "BiFrost AI updates positioning and shows new logos",
    "summary": "BiFrost AI has revised its homepage messaging multiple times and now displays investor and customer logos. It has also added a careers page and a job board on Ashby.",
    "points": [
      {
        "text": "Between August 2022 and January 2023, BiFrost AI changed its homepage headline from “Bifrost AI | Synthetic Data for Geospatial AI” to “Bifrost AI | Generative AI for 3D Worlds”, which a classifier read as a repositioning.",
        "kind": "interpretation",
        "changes": [
          1
        ]
      },
      {
        "text": "Between July 2026 and August 2026, BiFrost AI changed its homepage headline from “Evaluate & Improve Physical AI” to “Accelerate Robotics Research”, and between August 2026 and November 2026 updated it again to “Simulation that turns failures into fixes.”",
        "kind": "fact",
        "changes": [
          5,
          8
        ]
      },
      {
        "text": "Between July 2026 and August 2026, BiFrost AI began showing investor logos: Sequoia, Lux Capital, Airbus Ventures, Wavemaker, Carbide and Techstars, and between August 2026 and November 2026 added a customer logo: ClassNK.",
        "kind": "fact",
        "changes": [
          6,
          7
        ]
      },
      {
        "text": "Between January 2023 and January 2024 BiFrost AI added a careers page, and between July 2024 and January 2025 and again between January 2026 and July 2026 it opened a job board on Ashby.",
        "kind": "fact",
        "changes": [
          2,
          3,
          4
        ]
      }
    ],
    "written_at": "2026-11-07T14:55:00.506Z",
    "basis": "ai_analysis",
    "model": "gpt-5.1-2025-11-13"
  },
  "method": {
    "version": "messaging-v1",
    "description": "https://startuphistory.org/method"
  },
  "license": "CC-BY-4.0",
  "cite": "StartupHistory, “BiFrost AI” company record, https://startuphistory.org/c/bifrost.ai"
}