{
  "schema": "5lc-selection-review/1",
  "sublayer": "specialist-models",
  "asOf": "2026-10-21",
  "status": "Researcher recommendation; root challenge and integration review pending",
  "scope": {
    "geography": "Global",
    "activity": "Commercial developers of models specialized by modality or domain. Integrated applications qualify only when they develop the relevant model; application revenue is not automatically model licensing revenue.",
    "period": "Latest actual disclosures through October 21, 2026; reporting windows retained rather than silently annualized.",
    "scopeClarification": "Molecular modeling is represented explicitly. Code-specialist and spatial-world roles remain documented coverage tradeoffs under ten places; alternate feasible sets show their effect. This limit cannot cover every specialist niche equally."
  },
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    "rule": "Documented current commercial model supply, licensed product or operational customer use. Funding, pre-release research, technical benchmarks and future capacity do not establish current scale.",
    "missing": "Unknown paid scale is not zero. A current product may qualify while its cutoff position remains uncertain.",
    "parent": "One economic group per sublayer; owned units and brands consolidated. Cross-sublayer placements represent different activity, not additional independent companies."
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    "establishedAt": "2026-10-20",
    "initialFile": "candidate-universe.json",
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        "roleEvidence": "The company supplies an audio interface used inside other applications and operates its own production agent platform. Commercial adoption is supported by disclosed customer deployments and recurring revenue. Revenue includes both models and finished applications; it is not a pure model-licensing measure.",
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          "tagline": "Audio models and platforms for speech, agents and creative production",
          "description": "ElevenLabs develops audio models and sells them through ElevenAPI, ElevenCreative and ElevenAgents. Its business spans speech synthesis, transcription, dubbing, music and enterprise voice agents. In September 2026 its chief executive reported $600 million in annual recurring revenue. An October 20 release added integrated speech-to-speech agents, Eleven Realtime Mini and Max.",
          "whyItMatters": "The company supplies an audio interface used inside other applications and operates its own production agent platform. Commercial adoption is supported by disclosed customer deployments and recurring revenue. Revenue includes both models and finished applications; it is not a pure model-licensing measure.",
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        "roleEvidence": "Suno combines specialist audio-model development with a large direct distribution channel. Its commercial importance comes from paid use and production workflows. Cumulative music makers, funding and legal partnerships describe different aspects of the business and do not substitute for current paid activity.",
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          "description": "Suno develops music-generation models and distributes them through its web and mobile applications and Studio production tools. Its September 2026 v6 family was introduced with music-industry partners; Speech beta followed in October. The CEO reported $300 million ARR and 2 million paid subscribers in February 2026. Later company announcements do not provide an updated revenue figure.",
          "whyItMatters": "Suno combines specialist audio-model development with a large direct distribution channel. Its commercial importance comes from paid use and production workflows. Cumulative music makers, funding and legal partnerships describe different aspects of the business and do not substitute for current paid activity.",
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        "roleEvidence": "Kling provides unusually direct revenue disclosure for generative video. Its four reported quarters establish a trailing revenue floor, while disclosed production uses show a route into professional creative workflows. Those figures describe this business, not the entire Kuaishou platform.",
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          "whyItMatters": "Kling provides unusually direct revenue disclosure for generative video. Its four reported quarters establish a trailing revenue floor, while disclosed production uses show a route into professional creative workflows. Those figures describe this business, not the entire Kuaishou platform.",
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        "roleEvidence": "Runway connects specialist model development with production workflows, developer distribution and media-industry relationships. Commercial creative use supports its present importance. World-model benchmarks and robotics previews do not establish delivered robotics revenue.",
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        "roleEvidence": "Midjourney is a commercial specialist model developer with a direct creative distribution channel. Current recognized revenue, paid subscribers and generation volumes remain undisclosed in the inspected primary material, leaving its precise commercial rank uncertain.",
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          "tagline": "Image and video models distributed through paid creative tools",
          "description": "Midjourney develops image and video models sold through subscriptions. Version 8.2 is available; an experimental thinking mode entered testing in October 2026. The company acquired Co-Star in July. Its medical-scanner initiative remains developmental and is not evidence of current medical-model supply.",
          "whyItMatters": "Midjourney is a commercial specialist model developer with a direct creative distribution channel. Current recognized revenue, paid subscribers and generation volumes remain undisclosed in the inspected primary material, leaving its precise commercial rank uncertain.",
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          "tagline": "Enterprise models, retrieval and privately deployed AI workflows",
          "description": "Cohere develops language, retrieval, speech and document models for enterprise use. North combines those capabilities with agents and workflow tools; its October update supports external models as well as Cohere’s own. The company emphasizes private deployment and data control. Year-end 2025 annual recurring revenue was reported at $240 million, but current recognized revenue and the model-only share are undisclosed.",
          "whyItMatters": "Cohere provides an independent route to enterprise models, retrieval and controlled deployment. Customer references and distribution partnerships establish commercial use. Model performance, financing and proposed combinations are considered separately from delivered activity.",
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        "entityId": "skild-ai",
        "name": "Skild AI",
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        "roleEvidence": "Skild connects foundation-model research to paid physical operations. Its reported activity includes manipulation, mobility and acquired warehouse products, so total revenue cannot be treated as pure model-licensing revenue or directly compared with a software-only API supplier.",
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          "tagline": "Robot foundation models with paid industrial deployments",
          "description": "Skild AI develops models for robot perception and control, then deploys them in industrial systems. In September 2026 it reported more than $100 million annual recurring revenue, over 60 paying customers and $50 million recognized revenue during ten months of commercial deployment. Its acquisition of Zebra’s robotics division adds warehouse robots and fulfillment software to the business.",
          "whyItMatters": "Skild connects foundation-model research to paid physical operations. Its reported activity includes manipulation, mobility and acquired warehouse products, so total revenue cannot be treated as pure model-licensing revenue or directly compared with a software-only API supplier.",
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        "roleEvidence": "HeyGen supplies identity-preserving human presentation inside business video and conversational applications. Its paid distribution and disclosed revenue establish commercial relevance; cumulative creations and free users cannot be treated as active paid demand.",
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          "tagline": "Avatar models, video localization and real-time avatar APIs",
          "description": "HeyGen develops avatar models and distributes video creation, translation and interactive avatars through applications and APIs. It reported more than $200 million ARR in June 2026. Its commercial stack combines proprietary avatar generation with external video, voice and cloud services. LiveAvatar offers real-time rendering either with HeyGen’s voice stack or with a customer-supplied stack.",
          "whyItMatters": "HeyGen supplies identity-preserving human presentation inside business video and conversational applications. Its paid distribution and disclosed revenue establish commercial relevance; cumulative creations and free users cannot be treated as active paid demand.",
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        "roleEvidence": "Its models sit upstream of creative applications and hosting services. Customer-level output provides evidence of delivered activity; downloaded weights, paid API calls and licensed deployments remain different measures. The reviewed record does not establish a current global market share.",
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          "tagline": "Visual models distributed through APIs, licenses and downloadable weights",
          "description": "Black Forest Labs develops the FLUX family for image and video generation, editing and physical-world modeling. It supplies model access directly and through software platforms. Envato reported substantial image-generation use, while a collaboration with mimic extends the models to robots deployed at Audi. The company operates in Germany and the United States.",
          "whyItMatters": "Its models sit upstream of creative applications and hosting services. Customer-level output provides evidence of delivered activity; downloaded weights, paid API calls and licensed deployments remain different measures. The reviewed record does not establish a current global market share.",
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        "roleEvidence": "Molecular design is a distinct model-supply function with evidence of commercial engagement beyond demonstrations. Its relevant activity is model access and discovery work delivered to research teams. Financing, experimental hit rates and future drug royalties do not establish current model revenue or clinical success.",
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          "description": "Chai Discovery develops models and software for molecular folding and antibody design. Pharmaceutical companies use the platform to propose molecules and assess candidates before laboratory testing. The reviewed record includes collaborations with Novartis, Bristol Myers Squibb and GSK, as well as company-reported adoption by Lilly and Pfizer.",
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          "description": "Synthesia develops avatar and voice models for corporate video, localization and interactive conversations. Its available products include an enterprise API and Sessions; Syren entered beta in October 2026. An accessible March interview introduction reports more than $150 million ARR. Current recognized revenue and product-level financials were not established in this review.",
          "whyItMatters": "Synthesia combines model development with enterprise distribution and governance workflows. Its importance is supported by commercial subscriptions and disclosed contracts, while avatar demonstrations and forthcoming features remain separate from delivered customer activity.",
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        "roleEvidence": "The company supplies an intelligence layer that can be reused across robot makers and tasks. Its relevance rests on demonstrated deployments and accessible model infrastructure. A financing valuation does not establish the scale or commercial success of that activity.",
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          "description": "Physical Intelligence develops models that translate observations and instructions into robot actions. Its October 2026 API beta lets selected partners train and run models on their own robots. Published examples include loader operation, industrial finishing and food preparation. These deployments establish use beyond laboratory demonstrations, although paid customer counts and recognized revenue remain undisclosed.",
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        "economicParent": "ami-labs",
        "eligible": "unresolved",
        "functions": [],
        "roleEvidence": "Material research-stage candidate; accessible primary evidence of current commercial delivery was not established. This is unresolved, not measured zero.",
        "sourceIds": []
      },
      {
        "entityId": "project-prometheus",
        "name": "Project Prometheus",
        "economicParent": "project-prometheus",
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        "functions": [],
        "roleEvidence": "Research-stage candidate retained; current commercial model delivery and economic entity boundaries unresolved.",
        "sourceIds": []
      },
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        "entityId": "humans-and",
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        "economicParent": "humans-and",
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        "sourceIds": [
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          "humans-and:ha-ampersand-card",
          "humans-and:ha-ampersand-price",
          "humans-and:ha-persimmon"
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          "whyItMatters": "The current supply-chain role is a specialized model and API for multi-party interaction. Commercial availability is established; the launch does not establish meaningful revenue, adoption or market share.",
          "evidence": "company_stated",
          "sourceIds": [
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    "lateDiscoveryBeforeFinalSelection": [],
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      {
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        "entityId": "generalist-ai",
        "status": "unresolved",
        "reason": "Research demonstrations inspected; commercial customer delivery not established."
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      {
        "entityId": "ami-labs",
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        "entityId": "humans-and",
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    "score": null,
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    "normalization": null,
    "marketDenominator": null,
    "marketCoverageTarget": null,
    "functionCoverageRule": "For every required function j: sum_i x_i * I(company i currently supplies function j) >= 1; sum_i x_i <= 10.",
    "meaning": "Function incidence is a source-supported yes/no classification. It counts representation, not relative economic importance, market share or coverage percentage.",
    "selectionRule": "Choose current material suppliers using the raw evidence within roles, retain all required functions, and disclose interchangeable cutoff alternatives. The evidence does not identify a unique economic Top 10, so these are unranked representatives.",
    "editorialChoices": "The ten-name limit, scope, required functions and preferred set are explicit editorial choices. No arbitrary numeric weight is presented as scientific measurement.",
    "missingTreatment": "No mean, zero, funding, market-cap or parent-revenue imputation. Unknown candidate activity is retained and challenged through explicit alternative sets.",
    "doubleCounting": "Revenue, run rate, usage, capacity and market share are alternative views, not additive rewards. Same parent/controlled unit appears once within this sublayer."
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  "rawObservations": [
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      "entityId": "black-forest-labs",
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      "evidence": "company_stated",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
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      "economicPeriod": "August 2025",
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      "boundary": "Sacra revenue section explicitly describes its estimate",
      "evidence": "inference",
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    {
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      "unit": "No estimated zero or funding substitute",
      "economicPeriod": "Latest inspected company disclosures",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
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    {
      "entityId": "chai-discovery",
      "measure": "Named pharmaceutical use",
      "value": "Novartis, GSK, Bristol Myers Squibb, Lilly and Pfizer",
      "unit": "Documented relationships; not a complete paying-customer count",
      "economicPeriod": "July–October 2026",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
      "sourceIds": [
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    {
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      "value": "240",
      "unit": "USD million; reported year-end run rate",
      "economicPeriod": "Year-end 2025",
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      "boundary": "Investor memo reported by CNBC via BetaKit; not direct audited disclosure.",
      "evidence": "reported",
      "sourceIds": [
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    {
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      "value": "Approximately 70",
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      "economicPeriod": "2025",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "reported",
      "sourceIds": [
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      "comparisonUse": "Excluded from current-activity comparison: financing, group economics, cost, proposed capacity or technical specification; no importance score.",
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
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    {
      "entityId": "cohere",
      "measure": "Pro forma employees",
      "value": "More than 1,000",
      "unit": "people; contingent combined company",
      "economicPeriod": "At Aleph Alpha transaction closing",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
      "sourceIds": [
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      "comparisonUse": "Excluded from current-activity comparison: financing, group economics, cost, proposed capacity or technical specification; no importance score.",
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
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      "value": "600",
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      "economicPeriod": "Run-rate reported September 2026",
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      "boundary": "CEO interview; not recognized annual revenue",
      "evidence": "reported",
      "sourceIds": [
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      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
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    {
      "entityId": "elevenlabs",
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      "value": "350",
      "unit": "USD million",
      "economicPeriod": "2025 year-end",
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      "boundary": "May 5 post, updated September 20; earlier February release said over $330M",
      "evidence": "company_stated",
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      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
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    {
      "entityId": "elevenlabs",
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      "value": "Over 500",
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      "economicPeriod": "After first four months of 2026",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
      "sourceIds": [
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      "value": "55",
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      "economicPeriod": "September 2026; accounting period not specified",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
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      "economicPeriod": "CRO announcement published September 2, updated October 2",
      "asOf": "2026-10-02",
      "boundary": "Conversation count; not unique customers",
      "evidence": "company_stated",
      "sourceIds": [
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    {
      "entityId": "elevenlabs",
      "measure": "Conversational agents launched",
      "value": "10",
      "unit": "million cumulative",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
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      "economicPeriod": "CFO announcement as updated October 12",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
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      "entityId": "elevenlabs",
      "measure": "Secondary tender valuation",
      "value": "22",
      "unit": "USD billion",
      "economicPeriod": "Employee share sale",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
      "sourceIds": [
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    {
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      "measure": "Primary capital disclosed at February close",
      "value": "781",
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      "economicPeriod": "Cumulative funding at February 4 only",
      "asOf": "2026-02-04",
      "boundary": "Historical total; subsequent unsized closes preclude current total",
      "evidence": "company_stated",
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      "comparisonUse": "Excluded from current-activity comparison: financing, group economics, cost, proposed capacity or technical specification; no importance score.",
      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
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    {
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      "economicPeriod": "June 2026 CEO disclosure",
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      "boundary": "Article dateline June 25; later editorial update is not a new financial period",
      "evidence": "company_stated",
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    {
      "entityId": "heygen",
      "measure": "People who have used HeyGen",
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      "economicPeriod": "Undated current About page",
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      "evidence": "company_stated",
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    {
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      "economicPeriod": "Live About-page counter observed",
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      "evidence": "company_stated",
      "sourceIds": [
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    {
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      "economicPeriod": "Live About-page counter observed",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
      "sourceIds": [
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      "comparisonUse": "Role-specific descriptive observation; assess definition and period before comparison",
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
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    {
      "entityId": "heygen",
      "measure": "Fortune 100 adoption",
      "value": "85",
      "unit": "%",
      "economicPeriod": "Company claim; account scope not defined",
      "asOf": "2026-10-20",
      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
      "sourceIds": [
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    {
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      "measure": "Historical Series A capital",
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      "unit": "USD million",
      "economicPeriod": "June 2024 round",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
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      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "reported",
      "sourceIds": [
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      "unit": "USD per million tokens",
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      "boundary": "The unit and period retain the disclosed scope; no AI-only share, active-paying denominator or global market share is inferred.",
      "evidence": "company_stated",
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      "title": "Responsible AI principles",
      "publisher": "Synthesia",
      "publishedDate": null,
      "accessedDate": "2026-10-20",
      "type": "company"
    },
    "synthesia:syn-services": {
      "url": "https://www.synthesia.io/service-providers",
      "title": "Service-provider directory",
      "publisher": "Synthesia",
      "publishedDate": null,
      "accessedDate": "2026-10-20",
      "type": "company"
    }
  },
  "calculations": [],
  "baselineComparisons": [
    {
      "name": "Disclosed annualized-revenue observations",
      "rows": [
        {
          "id": "elevenlabs",
          "value": 600,
          "operator": "approximately",
          "unit": "USD million",
          "period": "September 2026"
        },
        {
          "id": "suno",
          "value": 300,
          "operator": "approximately",
          "unit": "USD million",
          "period": "February 2026"
        },
        {
          "id": "heygen",
          "value": 200,
          "operator": "more than",
          "unit": "USD million",
          "period": "June 2026"
        },
        {
          "id": "runway",
          "value": 200,
          "operator": "approximately",
          "unit": "USD million",
          "period": "September 2026"
        },
        {
          "id": "synthesia",
          "value": 150,
          "operator": "more than",
          "unit": "USD million",
          "period": "March 2026"
        },
        {
          "id": "skild-ai",
          "value": 100,
          "operator": "more than",
          "unit": "USD million",
          "period": "September 2026"
        }
      ],
      "result": "Descriptive comparison only. Dates, contracted/consumption definitions and model/application boundaries differ. Lower bounds cannot establish strict pairwise order. Chai and Midjourney missing values are not zero.",
      "sources": "See matching rawObservations and source ledger."
    },
    {
      "name": "Delivered output baseline",
      "result": "No common unit across songs, images, speech minutes, robot deployments and molecules. A common output league table is undefined.",
      "reason": "Envato image counts, Suno paid users and pharmaceutical collaborations answer different questions. Function coverage is therefore explicit."
    }
  ],
  "selectedIds": [
    "elevenlabs",
    "suno",
    "kling-ai",
    "runway",
    "midjourney",
    "cohere",
    "skild-ai",
    "heygen",
    "black-forest-labs",
    "chai-discovery"
  ],
  "selectedReasons": {
    "elevenlabs": "Material disclosed speech-platform activity and named commercial uses.",
    "suno": "Music-specific paid-user and revenue evidence gives a distinct model function.",
    "kling-ai": "Substantial disclosed video-model revenue within Kuaishou, not the parent’s advertising revenue.",
    "runway": "Current commercial video-model supply and model distribution to production workflows.",
    "midjourney": "Established paid visual-model service; undisclosed revenue does not become zero.",
    "cohere": "Enterprise language, retrieval and private deployment are a distinct commercial model function.",
    "skild-ai": "Named physical deployments and disclosed recognized revenue support robot-control supply.",
    "heygen": "Avatar/video model activity and disclosed annualized revenue; Synthesia remains a close alternative.",
    "black-forest-labs": "Named high-volume image use, model licensing and direct/API distribution fill an omitted visual-model supplier role.",
    "chai-discovery": "Actual pharmaceutical engagement adds molecular-model supply omitted by the earlier list; no financing or clinical-success score."
  },
  "functionCoverage": {
    "speech-audio": [
      "elevenlabs"
    ],
    "music": [
      "suno"
    ],
    "video": [
      "kling-ai",
      "runway",
      "black-forest-labs"
    ],
    "image": [
      "midjourney",
      "black-forest-labs"
    ],
    "enterprise-language": [
      "cohere"
    ],
    "robot-control": [
      "skild-ai",
      "black-forest-labs"
    ],
    "avatar-video": [
      "heygen"
    ],
    "molecular-models": [
      "chai-discovery"
    ]
  },
  "alternativeCutoffSets": [
    {
      "name": "Enterprise avatar emphasis",
      "remove": [
        "heygen"
      ],
      "add": [
        "synthesia"
      ],
      "assumption": "Different enterprise workflow emphasis; the two differently dated run rates do not prove a strict order.",
      "selectedIds": [
        "elevenlabs",
        "suno",
        "kling-ai",
        "runway",
        "midjourney",
        "cohere",
        "skild-ai",
        "black-forest-labs",
        "chai-discovery",
        "synthesia"
      ],
      "requiredFunctions": [
        "speech-audio",
        "music",
        "video",
        "image",
        "enterprise-language",
        "robot-control",
        "avatar-video",
        "molecular-models"
      ],
      "functionCoverage": {
        "speech-audio": [
          "elevenlabs"
        ],
        "music": [
          "suno"
        ],
        "video": [
          "kling-ai",
          "runway",
          "black-forest-labs"
        ],
        "image": [
          "midjourney",
          "black-forest-labs"
        ],
        "enterprise-language": [
          "cohere"
        ],
        "robot-control": [
          "skild-ai",
          "black-forest-labs"
        ],
        "avatar-video": [
          "synthesia"
        ],
        "molecular-models": [
          "chai-discovery"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": []
    },
    {
      "name": "Recognition-focused speech",
      "remove": [
        "elevenlabs"
      ],
      "add": [
        "deepgram"
      ],
      "assumption": "Speech recognition and real-time voice infrastructure receive priority over expressive generation; missing revenue is not zero.",
      "selectedIds": [
        "suno",
        "kling-ai",
        "runway",
        "midjourney",
        "cohere",
        "skild-ai",
        "heygen",
        "black-forest-labs",
        "chai-discovery",
        "deepgram"
      ],
      "requiredFunctions": [
        "speech-audio",
        "music",
        "video",
        "image",
        "enterprise-language",
        "robot-control",
        "avatar-video",
        "molecular-models"
      ],
      "functionCoverage": {
        "speech-audio": [
          "deepgram"
        ],
        "music": [
          "suno"
        ],
        "video": [
          "kling-ai",
          "runway",
          "black-forest-labs"
        ],
        "image": [
          "midjourney",
          "black-forest-labs"
        ],
        "enterprise-language": [
          "cohere"
        ],
        "robot-control": [
          "skild-ai",
          "black-forest-labs"
        ],
        "avatar-video": [
          "heygen"
        ],
        "molecular-models": [
          "chai-discovery"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": []
    },
    {
      "name": "Alternative molecular supplier",
      "remove": [
        "chai-discovery"
      ],
      "add": [
        "isomorphic-labs"
      ],
      "assumption": "Choose a commercially active controlled unit of Alphabet; parent consolidation prevents double counting.",
      "selectedIds": [
        "elevenlabs",
        "suno",
        "kling-ai",
        "runway",
        "midjourney",
        "cohere",
        "skild-ai",
        "heygen",
        "black-forest-labs",
        "isomorphic-labs"
      ],
      "requiredFunctions": [
        "speech-audio",
        "music",
        "video",
        "image",
        "enterprise-language",
        "robot-control",
        "avatar-video",
        "molecular-models"
      ],
      "functionCoverage": {
        "speech-audio": [
          "elevenlabs"
        ],
        "music": [
          "suno"
        ],
        "video": [
          "kling-ai",
          "runway",
          "black-forest-labs"
        ],
        "image": [
          "midjourney",
          "black-forest-labs"
        ],
        "enterprise-language": [
          "cohere"
        ],
        "robot-control": [
          "skild-ai",
          "black-forest-labs"
        ],
        "avatar-video": [
          "heygen"
        ],
        "molecular-models": [
          "isomorphic-labs"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": []
    },
    {
      "name": "Less financial disclosure",
      "remove": [
        "midjourney"
      ],
      "add": [
        "recraft"
      ],
      "assumption": "A current image-model API with unknown comparable revenue is a plausible cutoff challenger.",
      "selectedIds": [
        "elevenlabs",
        "suno",
        "kling-ai",
        "runway",
        "cohere",
        "skild-ai",
        "heygen",
        "black-forest-labs",
        "chai-discovery",
        "recraft"
      ],
      "requiredFunctions": [
        "speech-audio",
        "music",
        "video",
        "image",
        "enterprise-language",
        "robot-control",
        "avatar-video",
        "molecular-models"
      ],
      "functionCoverage": {
        "speech-audio": [
          "elevenlabs"
        ],
        "music": [
          "suno"
        ],
        "video": [
          "kling-ai",
          "runway",
          "black-forest-labs"
        ],
        "image": [
          "black-forest-labs",
          "recraft"
        ],
        "enterprise-language": [
          "cohere"
        ],
        "robot-control": [
          "skild-ai",
          "black-forest-labs"
        ],
        "avatar-video": [
          "heygen"
        ],
        "molecular-models": [
          "chai-discovery"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": []
    },
    {
      "name": "Visual experimentation emphasis",
      "remove": [
        "runway"
      ],
      "add": [
        "luma-ai"
      ],
      "assumption": "A different commercial video/creative-model emphasis remains feasible.",
      "selectedIds": [
        "elevenlabs",
        "suno",
        "kling-ai",
        "midjourney",
        "cohere",
        "skild-ai",
        "heygen",
        "black-forest-labs",
        "chai-discovery",
        "luma-ai"
      ],
      "requiredFunctions": [
        "speech-audio",
        "music",
        "video",
        "image",
        "enterprise-language",
        "robot-control",
        "avatar-video",
        "molecular-models"
      ],
      "functionCoverage": {
        "speech-audio": [
          "elevenlabs"
        ],
        "music": [
          "suno"
        ],
        "video": [
          "kling-ai",
          "black-forest-labs",
          "luma-ai"
        ],
        "image": [
          "midjourney",
          "black-forest-labs",
          "luma-ai"
        ],
        "enterprise-language": [
          "cohere"
        ],
        "robot-control": [
          "skild-ai",
          "black-forest-labs"
        ],
        "avatar-video": [
          "heygen"
        ],
        "molecular-models": [
          "chai-discovery"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": []
    },
    {
      "name": "Physical model research-to-use boundary",
      "remove": [
        "skild-ai"
      ],
      "add": [
        "physical-intelligence"
      ],
      "assumption": "Conditional scenario: treat the available partner/API beta deployments as sufficient commercial eligibility; its paid scale remains unestablished.",
      "selectedIds": [
        "elevenlabs",
        "suno",
        "kling-ai",
        "runway",
        "midjourney",
        "cohere",
        "heygen",
        "black-forest-labs",
        "chai-discovery",
        "physical-intelligence"
      ],
      "requiredFunctions": [
        "speech-audio",
        "music",
        "video",
        "image",
        "enterprise-language",
        "robot-control",
        "avatar-video",
        "molecular-models"
      ],
      "functionCoverage": {
        "speech-audio": [
          "elevenlabs"
        ],
        "music": [
          "suno"
        ],
        "video": [
          "kling-ai",
          "runway",
          "black-forest-labs"
        ],
        "image": [
          "midjourney",
          "black-forest-labs"
        ],
        "enterprise-language": [
          "cohere"
        ],
        "robot-control": [
          "black-forest-labs",
          "physical-intelligence"
        ],
        "avatar-video": [
          "heygen"
        ],
        "molecular-models": [
          "chai-discovery"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": [
        "physical-intelligence"
      ]
    },
    {
      "name": "Spatial-world coverage",
      "remove": [
        "midjourney"
      ],
      "add": [
        "world-labs"
      ],
      "assumption": "Add a ninth required function, spatial worlds, by using another image supplier to retain image coverage.",
      "selectedIds": [
        "elevenlabs",
        "suno",
        "kling-ai",
        "runway",
        "cohere",
        "skild-ai",
        "heygen",
        "black-forest-labs",
        "chai-discovery",
        "world-labs"
      ],
      "requiredFunctions": [
        "speech-audio",
        "music",
        "video",
        "image",
        "enterprise-language",
        "robot-control",
        "avatar-video",
        "molecular-models",
        "spatial-worlds"
      ],
      "functionCoverage": {
        "speech-audio": [
          "elevenlabs"
        ],
        "music": [
          "suno"
        ],
        "video": [
          "kling-ai",
          "runway",
          "black-forest-labs"
        ],
        "image": [
          "black-forest-labs"
        ],
        "enterprise-language": [
          "cohere"
        ],
        "robot-control": [
          "skild-ai",
          "black-forest-labs"
        ],
        "avatar-video": [
          "heygen"
        ],
        "molecular-models": [
          "chai-discovery"
        ],
        "spatial-worlds": [
          "world-labs"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": []
    },
    {
      "name": "Code-specialist coverage",
      "remove": [
        "runway"
      ],
      "add": [
        "poolside"
      ],
      "assumption": "Add code-specialization coverage while Kling and BFL retain video representation.",
      "selectedIds": [
        "elevenlabs",
        "suno",
        "kling-ai",
        "midjourney",
        "cohere",
        "skild-ai",
        "heygen",
        "black-forest-labs",
        "chai-discovery",
        "poolside"
      ],
      "requiredFunctions": [
        "speech-audio",
        "music",
        "video",
        "image",
        "enterprise-language",
        "robot-control",
        "avatar-video",
        "molecular-models",
        "code-specialization"
      ],
      "functionCoverage": {
        "speech-audio": [
          "elevenlabs"
        ],
        "music": [
          "suno"
        ],
        "video": [
          "kling-ai",
          "black-forest-labs"
        ],
        "image": [
          "midjourney",
          "black-forest-labs"
        ],
        "enterprise-language": [
          "cohere"
        ],
        "robot-control": [
          "skild-ai",
          "black-forest-labs"
        ],
        "avatar-video": [
          "heygen"
        ],
        "molecular-models": [
          "chai-discovery"
        ],
        "code-specialization": [
          "poolside"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": []
    }
  ],
  "sensitivity": {
    "stableWithinDeclaredScenarios": [
      "black-forest-labs",
      "cohere",
      "kling-ai",
      "suno"
    ],
    "interpretation": "Membership frequencies are scenario descriptions, not calibrated probabilities. Chosen scenarios are neither exhaustive nor equally likely.",
    "weightTests": "No additive score is identified. Function emphasis and the number of places assigned to each type are varied explicitly through alternate feasible sets.",
    "estimateTests": "Remove external revenue estimates or treat reported lower bounds as unbounded above: precise ordinal financial ranks cease to be identifiable, but documented delivered functions persist. No invented uncertainty interval is sampled.",
    "missingDataTests": "Alternatives admit active private suppliers with missing current financials, instead of treating them as zeros or applying disclosure penalties.",
    "cutoffRule": "Where multiple current suppliers satisfy a role and comparable scale is unresolved, publish the selected representative with alternatives and uncertainty; never label position ten as uniquely proved.",
    "definitionTests": "Gateway token and modeled-spend comparisons, gross/net accounting, parent/unit scope and available-versus-planned products remain separate.",
    "scopeRelaxationScenarios": [
      {
        "name": "Broader audio specialization scope",
        "classification": "Supplemental scope-relaxation test; not a change to the base recommendation",
        "removed": [
          "suno"
        ],
        "added": [
          "deepgram"
        ],
        "selectedIds": [
          "elevenlabs",
          "kling-ai",
          "runway",
          "midjourney",
          "cohere",
          "skild-ai",
          "heygen",
          "black-forest-labs",
          "chai-discovery",
          "deepgram"
        ],
        "requiredFunctions": [
          "speech-audio",
          "video",
          "image",
          "enterprise-language",
          "robot-control",
          "avatar-video",
          "molecular-models"
        ],
        "functionCoverage": {
          "speech-audio": [
            "deepgram",
            "elevenlabs"
          ],
          "video": [
            "black-forest-labs",
            "kling-ai",
            "runway"
          ],
          "image": [
            "black-forest-labs",
            "midjourney"
          ],
          "enterprise-language": [
            "cohere"
          ],
          "robot-control": [
            "black-forest-labs",
            "skild-ai"
          ],
          "avatar-video": [
            "heygen"
          ],
          "molecular-models": [
            "chai-discovery"
          ]
        },
        "relaxedRequirement": "Music generation is no longer a separately compulsory category; speech/audio specialization remains required.",
        "assumption": "Represent audio-specialist commercial models more broadly rather than requiring a dedicated music supplier. Deepgram already has inspected production speech-recognition customer evidence. Suno remains commercially substantial; the test changes functional emphasis, not that evidence.",
        "sourceIds": [
          "deepgram:gradient",
          "deepgram:concurrency"
        ],
        "allRequiredFunctionsCovered": true,
        "limitation": "This is an alternative editorial scope. It does not establish Deepgram as economically larger than Suno. A full current Deepgram dossier would be required before making this alternative the published selection."
      }
    ],
    "constraintForcedMembership": {
      "function": "music",
      "soleCandidate": "suno",
      "explanation": "Suno is mandatory within the base functional definition because it is the only universe candidate assigned this narrowly specified function. Its survival in the original scenarios follows from that editorial minimum, not independent quantitative evidence that it must be in every defensible Top 10."
    },
    "stableIncludingScopeRelaxation": [
      "black-forest-labs",
      "cohere",
      "kling-ai"
    ]
  },
  "changesVersusPrior": {
    "added": [
      "black-forest-labs",
      "chai-discovery"
    ],
    "removed": [
      "physical-intelligence",
      "synthesia"
    ],
    "retained": [
      "cohere",
      "elevenlabs",
      "heygen",
      "kling-ai",
      "midjourney",
      "runway",
      "skild-ai",
      "suno"
    ],
    "rawPriorIds": [
      "elevenlabs",
      "kling-ai",
      "suno",
      "cohere",
      "runway",
      "heygen",
      "midjourney",
      "synthesia",
      "skild-ai",
      "physical-intelligence"
    ],
    "priorCanonicalIds": [
      "elevenlabs",
      "kling-ai",
      "suno",
      "cohere",
      "runway",
      "heygen",
      "midjourney",
      "synthesia",
      "skild-ai",
      "physical-intelligence"
    ],
    "removedDisposition": "Retain reviewed directory records and exclusion/alternative reasons. Removal from this set does not erase commercial importance or research history."
  },
  "limitations": [
    "No complete public dataset supports a precise global economic ordering. The method deliberately returns a representative set where market shares are unavailable.",
    "Source statements may share an underlying disclosure; repeated publication is not independent corroboration.",
    "Private company financial definitions and current ownership can be incomplete; explicit unknowns limit precision.",
    "Current global coverage is a research judgment, not proof that every undisclosed supplier has been discovered."
  ],
  "refresh": {
    "daily": "Monitor sources for new facts and missed checks; no automatic daily ordinal reranking.",
    "quarterly": "Reopen the candidate universe, reconcile ownership, compare like-for-like periods and recompute coverage and sensitivity.",
    "immediate": [
      "Completed acquisition or divestiture",
      "Product exit or verified commercial launch",
      "Material correction or newly disclosed relevant activity",
      "Evidence that a selected supplier no longer performs the function"
    ],
    "ordinaryReplacement": "Require durable evidence across two quarterly observations for an ordinary close call; correct factual eligibility and ownership errors immediately."
  },
  "packetCalculations": [
    {
      "entityId": "humans-and",
      "calculation": {
        "name": "Illustrative API invoice",
        "inputs": {
          "inputTokens": 1000000,
          "cachedInputTokens": 1000000,
          "outputTokens": 1000000
        },
        "formula": "1 * 1.00 + 1 * 0.20 + 1 * 5.20",
        "result": 6.4,
        "unit": "USD",
        "meaning": "Price illustration, not revenue or measured usage."
      },
      "sourceReviewFile": "models/reviews/humans-and.json",
      "sourceReviewCalculationIndex": 0,
      "packetSha256": "8829844b736e19125b4c2a9366e124edd7d1b1bfa0100ab02c2d844b1b550322",
      "selectionUse": "Audit trail for disclosed facts; not an additive importance score."
    },
    {
      "entityId": "kling-ai",
      "calculation": {
        "name": "TTM lower bound",
        "formula": "300 + 340 + 650 + 850",
        "result": 2140,
        "unit": "RMB million; actual strictly greater",
        "sourceIds": [
          "kling-ai:ks-q3-25",
          "kling-ai:ks-fy25",
          "kling-ai:ks-q1-26",
          "kling-ai:ks-q2-26"
        ]
      },
      "sourceReviewFile": "models/reviews/kling-ai.json",
      "sourceReviewCalculationIndex": 0,
      "packetSha256": "6701866354371ddf7fba4f1603655cf7985a88cc6ba877abc563a02adedcdf96",
      "selectionUse": "Audit trail for disclosed facts; not an additive importance score."
    }
  ],
  "relationshipEvidence": [
    {
      "entityId": "black-forest-labs",
      "relation": "customers",
      "evidence": {
        "name": "Envato",
        "entityId": null,
        "detail": "The June case reports approximately 51 million FLUX-generated images, around one quarter of the platform’s image generation at that point. These are customer-platform figures, not a worldwide share.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "black-forest-labs:bfl-envato"
        ]
      },
      "packetSha256": "2fa8e51758465dd33f5418bee6d658074f702b8ac7b51cbb6845b1aaa6516ff2",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "black-forest-labs",
      "relation": "customers",
      "evidence": {
        "name": "Adobe, Canva, Meta and Microsoft",
        "entityId": null,
        "detail": "The December financing release identifies these companies as building on FLUX. Contract value, current revenue contribution and exclusivity are undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "black-forest-labs:bfl-seriesb"
        ]
      },
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      "evidence": {
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    {
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      "evidence": {
        "name": "Novartis",
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    {
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    {
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    {
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        "name": "Modal",
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    {
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        "name": "Royal Bank of Canada",
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    {
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      "evidence": {
        "name": "Dell Technologies",
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    {
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        "name": "stc",
        "entityId": null,
        "detail": "Named by Cohere among organizations deploying North in its general-availability announcement. Current account spend and contract terms are undisclosed.",
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    {
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      "evidence": {
        "name": "Ensemble Health Partners",
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        "detail": "Named by Cohere among organizations deploying North in its general-availability announcement. Current account spend and contract terms are undisclosed.",
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    {
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        "name": "Bell Canada",
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    {
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      "evidence": {
        "name": "LG CNS",
        "entityId": null,
        "detail": "North 2 describes internal use and distribution to Korean enterprises.",
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    {
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    {
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        "name": "Oracle",
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      "evidence": {
        "name": "Microsoft",
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    {
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      "evidence": {
        "name": "Amazon Web Services",
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    {
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      "evidence": {
        "name": "Accenture and McKinsey",
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    {
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      "evidence": {
        "name": "Carahsoft and Second Front",
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    {
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      "evidence": {
        "name": "SAP",
        "entityId": "sap",
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    {
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      "evidence": {
        "name": "Bell Canada",
        "entityId": null,
        "detail": "Joint sovereign-AI offering is announced; the October North update identifies Bell Cyber security collaboration.",
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    {
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      "evidence": {
        "name": "RWS",
        "entityId": null,
        "detail": "Co-developed North Small Translate and supplies commercial access through Language Weaver.",
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        "evidence": "company_stated",
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    {
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      "evidence": {
        "name": "Aleph Alpha",
        "entityId": null,
        "detail": "September definitive combination remained subject to approvals. October AISLE release refers to it as an acquisition; formal closing remains unconfirmed here.",
        "status": "announced",
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    {
      "entityId": "cohere",
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      "evidence": {
        "name": "AISLE",
        "entityId": null,
        "detail": "Letter of intent to acquire announced October 15. Proposed leadership appointments and Prague research expansion are contingent.",
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "elevenlabs",
      "relation": "customers",
      "evidence": {
        "name": "Deutsche Telekom",
        "entityId": null,
        "detail": "Uses voice agents, in-call assistance and translation, and marketing production; also an investor through T.Capital.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "elevenlabs",
      "relation": "customers",
      "evidence": {
        "name": "Klarna",
        "entityId": null,
        "detail": "Named enterprise customer; no customer-specific revenue is disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "elevenlabs",
      "relation": "customers",
      "evidence": {
        "name": "Meta",
        "entityId": "meta",
        "detail": "Uses ElevenAPI; the disclosed relationship does not reveal spending.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "elevenlabs:el-series-d"
        ]
      },
      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "elevenlabs",
      "relation": "customers",
      "evidence": {
        "name": "Stripe",
        "entityId": null,
        "detail": "Named enterprise deployment.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "elevenlabs:el-cfo",
          "elevenlabs:el-cro"
        ]
      },
      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "elevenlabs",
      "relation": "customers",
      "evidence": {
        "name": "Duolingo",
        "entityId": "duolingo",
        "detail": "Named user of ElevenCreative localization tools.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "elevenlabs:el-series-d"
        ]
      },
      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "elevenlabs",
      "relation": "customers",
      "evidence": {
        "name": "Hippolyte.ai",
        "entityId": null,
        "detail": "French recruitment platform using speech synthesis and call handling for screening interviews. The October case study reports 4,830 interviews over three weeks; its 20,000 quarterly figure is a projection.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "elevenlabs:el-hippolyte"
        ]
      },
      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "elevenlabs",
      "relation": "suppliers",
      "evidence": {
        "name": "Together AI",
        "entityId": "together-ai",
        "detail": "Together AI names this company among its customers in its July 2026 announcement. The disclosure establishes a provider-side commercial relationship; it does not specify spending, reserved capacity, exclusivity or the split between training and inference.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "elevenlabs:tg-blog-seriesc"
        ],
        "locator": "July 1, 2026 issuer announcement, opening customer paragraph"
      },
      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "elevenlabs",
      "relation": "partners",
      "evidence": {
        "name": "Universal Music Group",
        "entityId": null,
        "detail": "Multi-year licensing and product-development agreement; the separate fan platform remains under development.",
        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
          "elevenlabs:el-umg"
        ]
      },
      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "elevenlabs",
      "relation": "partners",
      "evidence": {
        "name": "Vinci / BGK Group",
        "entityId": null,
        "detail": "Polish state-backed investment and AI Lab Poland initiative. Investment amount and ownership percentage are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "elevenlabs:el-poland"
        ]
      },
      "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "heygen",
      "relation": "customers",
      "evidence": {
        "name": "HubSpot",
        "entityId": "hubspot",
        "detail": "Named in the company’s customer logo display; deployment scope and spending are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "heygen:hg-about"
        ]
      },
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "heygen",
      "relation": "customers",
      "evidence": {
        "name": "Workday",
        "entityId": "workday",
        "detail": "Named in the company’s customer logo display; deployment scope and spending are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "heygen:hg-about"
        ]
      },
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "heygen",
      "relation": "customers",
      "evidence": {
        "name": "Intel",
        "entityId": "intel",
        "detail": "Named in the company’s customer logo display; deployment scope and spending are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "heygen:hg-about"
        ]
      },
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "heygen",
      "relation": "customers",
      "evidence": {
        "name": "JPMorgan",
        "entityId": null,
        "detail": "Named in the company’s customer logo display; deployment scope and spending are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "heygen:hg-about"
        ]
      },
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "heygen",
      "relation": "customers",
      "evidence": {
        "name": "Craig Veroni",
        "entityId": null,
        "detail": "Named real-estate customer describing recurring video workflows. No contract amount or independently measured outcome is disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "heygen:hg-real-estate"
        ]
      },
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "heygen",
      "relation": "suppliers",
      "evidence": {
        "name": "ByteDance Seed",
        "entityId": "bytedance-seed",
        "detail": "Seedance supplies cinematic scene generation within HeyGen’s applications. Own-avatar and external-video roles are distinct.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "heygen:hg-seedance"
        ]
      },
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "heygen",
      "relation": "suppliers",
      "evidence": {
        "name": "Amazon Web Services",
        "entityId": "amazon",
        "detail": "Disclosed subprocessor for hosting, storage, image moderation and video processing. Spend and capacity are unknown.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "heygen:hg-trust"
        ]
      },
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "heygen",
      "relation": "suppliers",
      "evidence": {
        "name": "Microsoft Azure",
        "entityId": "microsoft",
        "detail": "Listed text-to-speech subprocessor; no contract size is disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "heygen:hg-trust"
        ]
      },
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "heygen",
      "relation": "suppliers",
      "evidence": {
        "name": "ElevenLabs",
        "entityId": "elevenlabs",
        "detail": "Listed text-to-speech subprocessor. Presence in the list does not reveal usage or share of voice generation.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "heygen:hg-trust"
        ]
      },
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "heygen",
      "relation": "suppliers",
      "evidence": {
        "name": "Cloudflare",
        "entityId": "cloudflare-workers-ai",
        "detail": "Listed DNS service provider.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "heygen:hg-trust"
        ]
      },
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "heygen",
      "relation": "partners",
      "evidence": {
        "name": "OpenAI",
        "entityId": "openai",
        "detail": "ChatGPT integration is advertised on the product page; no commercial terms are stated.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "heygen:hg-seedance"
        ]
      },
      "packetSha256": "80c27f88d224a597116287450ee4f13ec029894191340b097b1fc761f21cd144",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "humans-and",
      "relation": "suppliers",
      "evidence": {
        "name": "DeepInfra",
        "entityId": "deepinfra",
        "detail": "The company says its hardware runs in data centres established with DeepInfra; contract size and capacity are undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
      "packetSha256": "8829844b736e19125b4c2a9366e124edd7d1b1bfa0100ab02c2d844b1b550322",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "humans-and",
      "relation": "suppliers",
      "evidence": {
        "name": "Z.ai / GLM-5.3",
        "entityId": "zhipu",
        "detail": "GLM-5.3 is the base model for Ampersand v0.1. This is a technical dependency, not evidence of a paid supply contract.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
      "packetSha256": "8829844b736e19125b4c2a9366e124edd7d1b1bfa0100ab02c2d844b1b550322",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "humans-and",
      "relation": "suppliers",
      "evidence": {
        "name": "NVIDIA",
        "entityId": "nvidia",
        "detail": "The model card and launch acknowledge NVIDIA hardware and technical support; procurement amounts are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "humans-and:ha-ampersand-card",
          "humans-and:ha-ampersand"
        ]
      },
      "packetSha256": "8829844b736e19125b4c2a9366e124edd7d1b1bfa0100ab02c2d844b1b550322",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "humans-and",
      "relation": "partners",
      "evidence": {
        "name": "RadixArk",
        "entityId": null,
        "detail": "Acknowledged for training and inference infrastructure collaboration.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
      "packetSha256": "8829844b736e19125b4c2a9366e124edd7d1b1bfa0100ab02c2d844b1b550322",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "kling-ai",
      "relation": "customers",
      "evidence": {
        "name": "House of David production",
        "entityId": null,
        "detail": "Kuaishou reports use for hundreds of shots. The disclosure identifies a production use, not a direct contract with the streaming distributor.",
        "status": "historical",
        "evidence": "filing",
        "sourceIds": [
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      },
      "packetSha256": "6701866354371ddf7fba4f1603655cf7985a88cc6ba877abc563a02adedcdf96",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "kling-ai",
      "relation": "customers",
      "evidence": {
        "name": "Swords Into Plowshares production",
        "entityId": null,
        "detail": "Kuaishou identifies use for selected virtual scenes and visual effects. Contract amount is undisclosed.",
        "status": "historical",
        "evidence": "filing",
        "sourceIds": [
          "kling-ai:ks-q1-26"
        ]
      },
      "packetSha256": "6701866354371ddf7fba4f1603655cf7985a88cc6ba877abc563a02adedcdf96",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "kling-ai",
      "relation": "customers",
      "evidence": {
        "name": "Lipstick / The RealReal production",
        "entityId": null,
        "detail": "Kling’s site identifies a campaign produced by Lipstick for The RealReal. This establishes an advertised use case, not direct customer payment by each named organization.",
        "status": "historical",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
      "packetSha256": "6701866354371ddf7fba4f1603655cf7985a88cc6ba877abc563a02adedcdf96",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "kling-ai",
      "relation": "partners",
      "evidence": {
        "name": "Kuaishou Technology",
        "entityId": null,
        "detail": "Controlling economic parent; the July transaction structure retains consolidation. Parent and unit must not occupy separate slots in the same comparison.",
        "status": "current",
        "evidence": "filing",
        "sourceIds": [
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        ]
      },
      "packetSha256": "6701866354371ddf7fba4f1603655cf7985a88cc6ba877abc563a02adedcdf96",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "midjourney",
      "relation": "customers",
      "evidence": {
        "name": "Subscribers",
        "entityId": null,
        "detail": "Four public paid plans support commercial availability. Subscriber numbers, retention and contract revenue are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
      "packetSha256": "af0965d00a09f1ec7c9aeab5d59d5a48621a88a01aefb58fd5fe866d1f75b6f0",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "midjourney",
      "relation": "customers",
      "evidence": {
        "name": "Meta",
        "entityId": "meta",
        "detail": "Licensed image/video technology in August 2025; terms undisclosed.",
        "status": "current",
        "evidence": "reported",
        "sourceIds": [
          "midjourney:tc-meta-mj"
        ]
      },
      "packetSha256": "af0965d00a09f1ec7c9aeab5d59d5a48621a88a01aefb58fd5fe866d1f75b6f0",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "midjourney",
      "relation": "suppliers",
      "evidence": {
        "name": "CoreWeave",
        "entityId": "coreweave",
        "detail": "Names Midjourney among its AI customers in the February 2026 annual business review. No Midjourney-specific capacity, spend or revenue is disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "midjourney:mj-coreweave"
        ]
      },
      "packetSha256": "af0965d00a09f1ec7c9aeab5d59d5a48621a88a01aefb58fd5fe866d1f75b6f0",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "midjourney",
      "relation": "partners",
      "evidence": {
        "name": "Co-Star",
        "entityId": null,
        "detail": "Acquired business with ongoing founder-led product direction; purchase terms are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "midjourney:mj-costar-primary"
        ]
      },
      "packetSha256": "af0965d00a09f1ec7c9aeab5d59d5a48621a88a01aefb58fd5fe866d1f75b6f0",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "physical-intelligence",
      "relation": "customers",
      "evidence": {
        "name": "Actor",
        "entityId": null,
        "detail": "The API announcement describes loader operation at a Utah facility without an operator in the cab. This is deployment evidence; payment to Physical Intelligence is not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
      "packetSha256": "eecc37ff385ef6349a94c44d8e151ff894ca66e0005d5f35090387b4544bb1b4",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "physical-intelligence",
      "relation": "customers",
      "evidence": {
        "name": "Almond",
        "entityId": null,
        "detail": "An API user applied the platform to deburring spacers. The described four-day development example is one case, not a typical deployment time or a paid-customer count.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
      "packetSha256": "eecc37ff385ef6349a94c44d8e151ff894ca66e0005d5f35090387b4544bb1b4",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "physical-intelligence",
      "relation": "customers",
      "evidence": {
        "name": "Chef Robotics, Formic and other API beta users",
        "entityId": null,
        "detail": "Named among early API users. Usage establishes a technical relationship; contract value, payment and production scale are undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
      "packetSha256": "eecc37ff385ef6349a94c44d8e151ff894ca66e0005d5f35090387b4544bb1b4",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "physical-intelligence",
      "relation": "suppliers",
      "evidence": {
        "name": "Modal",
        "entityId": "modal",
        "detail": "Modal names this company as using its infrastructure for robot training in its October 2026 announcement. The provider does not disclose this customer’s spending, capacity, exclusivity or complete workload allocation.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ],
        "locator": "October 14, 2026 issuer announcement, vertical workload paragraph"
      },
      "packetSha256": "eecc37ff385ef6349a94c44d8e151ff894ca66e0005d5f35090387b4544bb1b4",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "physical-intelligence",
      "relation": "partners",
      "evidence": {
        "name": "AgRobotics",
        "entityId": null,
        "detail": "Named collaboration in the API release; exact commercial and contractual terms are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
      "packetSha256": "eecc37ff385ef6349a94c44d8e151ff894ca66e0005d5f35090387b4544bb1b4",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "physical-intelligence",
      "relation": "partners",
      "evidence": {
        "name": "CloudChef",
        "entityId": null,
        "detail": "Named collaboration in the API release; exact commercial and contractual terms are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
      "packetSha256": "eecc37ff385ef6349a94c44d8e151ff894ca66e0005d5f35090387b4544bb1b4",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "physical-intelligence",
      "relation": "partners",
      "evidence": {
        "name": "Dairy partner",
        "entityId": null,
        "detail": "Named collaboration in the API release; exact commercial and contractual terms are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "physical-intelligence",
      "relation": "partners",
      "evidence": {
        "name": "UltraWeave",
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        "detail": "Named collaboration in the API release; exact commercial and contractual terms are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "runway",
      "relation": "customers",
      "evidence": {
        "name": "Lionsgate",
        "entityId": null,
        "detail": "Expanded its Runway relationship and took an undisclosed equity stake in June 2026; jointly developed IP projects were announced without delivered sales figures.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "runway",
      "relation": "customers",
      "evidence": {
        "name": "Chime",
        "entityId": null,
        "detail": "Used Runway in production of a national television commercial. The case study describes a delivered creative workflow, not customer-specific revenue.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "runway",
      "relation": "customers",
      "evidence": {
        "name": "Amazon",
        "entityId": "amazon",
        "detail": "Named enterprise user of Runway Creative. Spending is undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "runway",
      "relation": "customers",
      "evidence": {
        "name": "Microsoft",
        "entityId": "microsoft",
        "detail": "Named enterprise user of Runway Creative. Spending is undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "runway",
      "relation": "customers",
      "evidence": {
        "name": "Robinhood",
        "entityId": null,
        "detail": "Named enterprise creative customer. Contract value is undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "runway",
      "relation": "customers",
      "evidence": {
        "name": "Adobe",
        "entityId": "adobe",
        "detail": "Named enterprise relationship in the August commercial update; also an investor.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "runway",
      "relation": "suppliers",
      "evidence": {
        "name": "NVIDIA",
        "entityId": "nvidia",
        "detail": "Hopper and Blackwell GPUs used in Gen-4.5 development; also a financing participant.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "runway:rw-gen45",
          "runway:rw-series-e"
        ]
      },
      "packetSha256": "79b294a884030304618023b228e72a7e5b7bd5d8b746a48f97e00607e090ac75",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "runway",
      "relation": "suppliers",
      "evidence": {
        "name": "CoreWeave",
        "entityId": "coreweave",
        "detail": "December 2025 compute agreement covers training and inference on GB300 NVL72 infrastructure and associated software. Contract value is undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "79b294a884030304618023b228e72a7e5b7bd5d8b746a48f97e00607e090ac75",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "runway",
      "relation": "suppliers",
      "evidence": {
        "name": "Anthropic",
        "entityId": "anthropic",
        "detail": "Claude provides reasoning for Runway Agent, according to the October 20 marketplace announcement.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "79b294a884030304618023b228e72a7e5b7bd5d8b746a48f97e00607e090ac75",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "runway",
      "relation": "suppliers",
      "evidence": {
        "name": "Third-party media-model providers",
        "entityId": null,
        "detail": "Current creative and API catalogues include ByteDance, OpenAI, ElevenLabs and Kling models. Catalogue inclusion does not establish purchases or revenue by provider.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "runway:rw-claude",
          "runway:rw-openai",
          "runway:rw-changelog"
        ]
      },
      "packetSha256": "79b294a884030304618023b228e72a7e5b7bd5d8b746a48f97e00607e090ac75",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "runway",
      "relation": "partners",
      "evidence": {
        "name": "OpenAI",
        "entityId": "openai",
        "detail": "Runway Creative joined its enterprise marketplace September 29. This is a distribution arrangement, not evidence of incremental sales.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
      "entityId": "runway",
      "relation": "partners",
      "evidence": {
        "name": "Anthropic",
        "entityId": "anthropic",
        "detail": "Runway Creative became available through Claude Marketplace October 20, with eligible committed-spend allocation.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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        ]
      },
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    },
    {
      "entityId": "runway",
      "relation": "partners",
      "evidence": {
        "name": "Noble Machines, Standard Bots and Ultra",
        "entityId": null,
        "detail": "Named Praxis-1 early-testing partners; public release and paid deployment are not established.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
      "entityId": "skild-ai",
      "relation": "customers",
      "evidence": {
        "name": "NVIDIA and Foxconn",
        "entityId": null,
        "detail": "The September disclosure describes dual-arm Blackwell server assembly deployments. It does not disclose each customer’s spend.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
      "entityId": "skild-ai",
      "relation": "customers",
      "evidence": {
        "name": "Sumitomo Wiring Systems",
        "entityId": null,
        "detail": "Work toward deployment is described; current paid production volume is not established.",
        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
      "entityId": "skild-ai",
      "relation": "customers",
      "evidence": {
        "name": "Mitsui",
        "entityId": null,
        "detail": "Commercial-kitchen pilots are described. Mitsui’s supply-chain meal volumes are not Skild deployment volumes.",
        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
      "entityId": "skild-ai",
      "relation": "suppliers",
      "evidence": {
        "name": "NVIDIA",
        "entityId": "nvidia",
        "detail": "Skild uses NVIDIA training infrastructure and Isaac simulation tools. Supplier spend and capacity are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
      "entityId": "skild-ai",
      "relation": "partners",
      "evidence": {
        "name": "ABB Robotics",
        "entityId": null,
        "detail": "Partnership to deploy Skild models across industrial robots; extent of completed deployment not disclosed.",
        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
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    {
      "entityId": "skild-ai",
      "relation": "partners",
      "evidence": {
        "name": "Universal Robots and MiR (Teradyne)",
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        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
      "entityId": "suno",
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      "evidence": {
        "name": "Paid subscribers",
        "entityId": null,
        "detail": "CEO-reported February 2026 count is 2 million. No later subscriber figure was found in the inspected company releases.",
        "status": "current",
        "evidence": "reported",
        "sourceIds": [
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      },
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    },
    {
      "entityId": "suno",
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      "evidence": {
        "name": "Audible Magic",
        "entityId": null,
        "detail": "Third-party provider used to screen uploaded audio for unauthorized use of artists' work.",
        "status": "current",
        "evidence": "company_stated",
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    {
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      "evidence": {
        "name": "Musixmatch",
        "entityId": null,
        "detail": "Third-party provider used to screen uploaded lyrics.",
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        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
      "entityId": "suno",
      "relation": "suppliers",
      "evidence": {
        "name": "Together AI",
        "entityId": "together-ai",
        "detail": "Together AI names this company among its customers in its July 2026 announcement. The disclosure establishes a provider-side commercial relationship; it does not specify spending, reserved capacity, exclusivity or the split between training and inference.",
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        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
      "entityId": "suno",
      "relation": "partners",
      "evidence": {
        "name": "Warner Music Group",
        "entityId": null,
        "detail": "Music-industry partnership announced November 2025 and named in the subsequent v6 release. Contract economics are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
      "entityId": "suno",
      "relation": "partners",
      "evidence": {
        "name": "BMG",
        "entityId": null,
        "detail": "August partnership includes opt-in opportunities for artists and songwriters and participation in the new model generation.",
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        "evidence": "company_stated",
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    },
    {
      "entityId": "suno",
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      "evidence": {
        "name": "Believe and TuneCore",
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        "detail": "September agreement makes tracks produced with the industry-partner model eligible for distribution through Believe and TuneCore; it is not evidence that every generated track has been commercially distributed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
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      "evidence": {
        "name": "Hays",
        "entityId": null,
        "detail": "The Sessions launch quotes UK and Ireland CEO Tom Way on exploratory interactive learning. It does not quantify group-wide deployment.",
        "status": "current",
        "evidence": "company_stated",
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    },
    {
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      "evidence": {
        "name": "Xponential Fitness",
        "entityId": null,
        "detail": "Launch participant describes intended use for learning; paid contract size and realized outcome are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
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    },
    {
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      "evidence": {
        "name": "Fortune 100 companies",
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        "detail": "The September US expansion release says 90% are customers, without defining paid scope for each. It also reports several seven-figure interactive contracts during 2026.",
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        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
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      "evidence": {
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        "detail": "The October demonstration explicitly identifies NVIDIA GPUs for training and running Synthesia video and voice models. No capacity or spend is stated.",
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        "evidence": "company_stated",
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    },
    {
      "entityId": "synthesia",
      "relation": "suppliers",
      "evidence": {
        "name": "LiveKit",
        "entityId": null,
        "detail": "The enterprise avatar API uses a LiveKit integration and plugin. This establishes a technology dependency, not a quantified supply contract.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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    {
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      "evidence": {
        "name": "Adobe Ventures",
        "entityId": "adobe",
        "detail": "Unsized strategic investment announced April 2025.",
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        "evidence": "company_stated",
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    {
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      "relation": "partners",
      "evidence": {
        "name": "NVentures",
        "entityId": "nvidia",
        "detail": "Named Series E investor; equity ownership is not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
      "entityId": "synthesia",
      "relation": "partners",
      "evidence": {
        "name": "Service-provider ecosystem",
        "entityId": null,
        "detail": "The company lists production, localization and implementation partners including Guildhawk, Craft Worldwide and IDLance. Listing does not quantify revenue or current project volume.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "black-forest-labs:bfl-seriesb": [
      {
        "reviewFile": "models/reviews/black-forest-labs.json",
        "check": {
          "sourceId": "bfl-seriesb",
          "url": "https://bfl.ai/blog/our-300m-series-b",
          "accessedDate": "2026-10-21",
          "locator": "December release paragraphs 2–4",
          "economicPeriod": "2025-12-01",
          "support": "Round amount, explicit post-money basis, co-leads and platform relationships.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "black-forest-labs:bfl-ceo": [
      {
        "reviewFile": "models/reviews/black-forest-labs.json",
        "check": {
          "sourceId": "bfl-ceo",
          "url": "https://bfl.ai/blog/our-co-founder-and-ceo-urges-g7-leaders-to-back-open-innovation",
          "accessedDate": "2026-10-21",
          "locator": "Opening CEO statement",
          "economicPeriod": "2026-06-18",
          "support": "CEO identity and historical 90-person size.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "black-forest-labs:bfl-envato": [
      {
        "reviewFile": "models/reviews/black-forest-labs.json",
        "check": {
          "sourceId": "bfl-envato",
          "url": "https://bfl.ai/blog/how-envato-built-its-creative-ai-engine-on-flux",
          "accessedDate": "2026-10-21",
          "locator": "Envato case, generation volume and adoption discussion",
          "economicPeriod": "2026-06-17",
          "support": "Customer use and platform-specific counters; chronology conflict retained.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "black-forest-labs:bfl-klein": [
      {
        "reviewFile": "models/reviews/black-forest-labs.json",
        "check": {
          "sourceId": "bfl-klein",
          "url": "https://bfl.ai/blog/flux-3-image-klein",
          "accessedDate": "2026-10-21",
          "locator": "Release, availability, license and technical partner sections",
          "economicPeriod": "2026-10-15",
          "support": "Current product, license conditions, prices and supplier relationships.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "black-forest-labs:bfl-mimic": [
      {
        "reviewFile": "models/reviews/black-forest-labs.json",
        "check": {
          "sourceId": "bfl-mimic",
          "url": "https://bfl.ai/blog/flux-3-mimic",
          "accessedDate": "2026-10-21",
          "locator": "Introduction and FLUX-mimic deployment section",
          "economicPeriod": "2026-07-23",
          "support": "Joint robot model and Audi deployment statement.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "black-forest-labs:bfl-sacra": [
      {
        "reviewFile": "models/reviews/black-forest-labs.json",
        "check": {
          "sourceId": "bfl-sacra",
          "url": "https://sacra.com/c/black-forest-labs/",
          "accessedDate": "2026-10-21",
          "locator": "Public revenue and licensing discussion",
          "economicPeriod": "August 2025 revenue estimate; later contract discussion",
          "support": "Independent estimate explicitly separated from company-reported financials.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "black-forest-labs:bfl-license": [
      {
        "reviewFile": "models/reviews/black-forest-labs.json",
        "check": {
          "sourceId": "bfl-license",
          "url": "https://bfl.ai/licensing",
          "accessedDate": "2026-10-21",
          "locator": "API and self-hosted licensing options",
          "economicPeriod": "Observed 2026-10-21",
          "support": "Different commercial access arrangements.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "chai-discovery:chai-gsk": [
      {
        "reviewFile": "models/reviews/chai-discovery.json",
        "check": {
          "sourceId": "chai-gsk",
          "url": "https://www.chaidiscovery.com/news/gsk-partnership",
          "accessedDate": "2026-10-21",
          "locator": "October release, GSK evaluation and expanded collaboration",
          "economicPeriod": "2026-10-09",
          "support": "Actual experimental engagement; no inferred clinical success.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "chai-discovery:chai-bms": [
      {
        "reviewFile": "models/reviews/chai-discovery.json",
        "check": {
          "sourceId": "chai-bms",
          "url": "https://www.chaidiscovery.com/news/bms-partnership",
          "accessedDate": "2026-10-21",
          "locator": "August release paragraphs 1–5 and company background",
          "economicPeriod": "2026-08-20",
          "support": "Scope, founders, CEO, founding year and location.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "chai-discovery:chai-novartis": [
      {
        "reviewFile": "models/reviews/chai-discovery.json",
        "check": {
          "sourceId": "chai-novartis",
          "url": "https://www.chaidiscovery.com/news/novartis-partnership",
          "accessedDate": "2026-10-21",
          "locator": "July announcement, technical engagement and expanded access",
          "economicPeriod": "2026-07-13",
          "support": "Existing collaboration and molecular design scope.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "chai-discovery:chai-seriesc": [
      {
        "reviewFile": "models/reviews/chai-discovery.json",
        "check": {
          "sourceId": "chai-seriesc",
          "url": "https://www.chaidiscovery.com/news/series-c",
          "accessedDate": "2026-10-21",
          "locator": "Series C amount, valuation and adoption paragraphs",
          "economicPeriod": "2026-07-14",
          "support": "Financing and named company-reported use; no implied revenue.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "chai-discovery:chai-seriesb": [
      {
        "reviewFile": "models/reviews/chai-discovery.json",
        "check": {
          "sourceId": "chai-seriesb",
          "url": "https://www.chaidiscovery.com/news/series-b",
          "accessedDate": "2026-10-21",
          "locator": "Series B amount, investor list and board appointments",
          "economicPeriod": "2025-12-15",
          "support": "Historical financing and two announced board appointments.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "chai-discovery:chai-product": [
      {
        "reviewFile": "models/reviews/chai-discovery.json",
        "check": {
          "sourceId": "chai-product",
          "url": "https://www.chaidiscovery.com/product",
          "accessedDate": "2026-10-21",
          "locator": "Platform workflow and molecule-design descriptions",
          "economicPeriod": "Current page observed 2026-10-21",
          "support": "Commercial product functions.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "chai-discovery:chai-privacy": [
      {
        "reviewFile": "models/reviews/chai-discovery.json",
        "check": {
          "sourceId": "chai-privacy",
          "url": "https://www.chaidiscovery.com/privacy-policy",
          "accessedDate": "2026-10-21",
          "locator": "Data collection and third-party service provisions",
          "economicPeriod": "2025-06-30 policy",
          "support": "Website/service handling does not identify compute suppliers.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "chai-discovery:iso-partnerships": [
      {
        "reviewFile": "models/reviews/chai-discovery.json",
        "check": {
          "sourceId": "iso-partnerships",
          "url": "https://www.isomorphiclabs.com/partnerships",
          "accessedDate": "2026-10-21",
          "locator": "Pharmaceutical partnership descriptions",
          "economicPeriod": "Current page observed 2026-10-21",
          "support": "Functional competitor scope; not a market-share comparison.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "chai-discovery:modal-seriesd": [
      {
        "reviewFile": "models/reviews/chai-discovery.json",
        "check": {
          "sourceId": "modal-seriesd",
          "url": "https://modal.com/blog/1-billion-annualized-run-rate-series-d",
          "accessedDate": "2026-10-20",
          "reviewedDate": "2026-10-21",
          "locator": "October 14, 2026 announcement, vertical workload paragraph, line 76",
          "capture": "models/evidence/web_129.txt",
          "economicPeriod": "2026-10-14",
          "support": "Named provider-side operating customer disclosure; spending, exclusivity and capacity are not disclosed.",
          "outcome": "local_source_read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:cohere-about": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "cohere-about",
          "url": "https://cohere.com/about",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:cohere-partners": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "cohere-partners",
          "url": "https://cohere.com/partners",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:cohere-customer-stories": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "cohere-customer-stories",
          "url": "https://cohere.com/customer-stories",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:cohere-model-vault": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "cohere-model-vault",
          "url": "https://cohere.com/solutions/model-vault",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:cohere-aya": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "cohere-aya",
          "url": "https://cohere.com/research/aya",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-aug2025": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-aug2025",
          "url": "https://cohere.com/blog/august-2025-funding-round",
          "accessedDate": "2026-10-20",
          "locator": "Headline only",
          "economicPeriod": "August 2025",
          "support": "Financing headline visible; no refreshed granular investor or board claim from body.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-sep2025": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-sep2025",
          "url": "https://cohere.com/blog/september-2025-funding-round",
          "accessedDate": "2026-10-20",
          "locator": "Headline only; independently checked BetaKit body",
          "economicPeriod": "September 2025",
          "support": "Additional financing amount, not pre/post-money valuation basis.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-bell": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-bell",
          "url": "https://cohere.com/blog/bell-partnership",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-north-ga": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-north-ga",
          "url": "https://cohere.com/blog/north-ga",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-sap": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-sap",
          "url": "https://cohere.com/blog/cohere-expands-partnership-with-sap",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-rerank4": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-rerank4",
          "url": "https://cohere.com/blog/rerank-4",
          "accessedDate": "2026-10-20",
          "locator": "Headline and current product navigation only",
          "economicPeriod": "December 2025 release",
          "support": "Model existence supported; detailed numerical claims not renewed.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-transcribe": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-transcribe",
          "url": "https://cohere.com/blog/transcribe",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-reliant": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-reliant",
          "url": "https://cohere.com/blog/cohere-acquires-reliant-ai-expand-sovereign-enterprise-ai",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-cap-tech": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-cap-tech",
          "url": "https://cohere.com/blog/command-a-plus",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-mini-code": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-mini-code",
          "url": "https://cohere.com/blog/north-mini-code",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-parse": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-parse",
          "url": "https://cohere.com/blog/parse",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-translate": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-translate",
          "url": "https://cohere.com/blog/north-small-translate",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-aleph-sep": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-aleph-sep",
          "url": "https://cohere.com/blog/cohere-and-aleph-alpha-sign-agreement",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-compass": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-compass",
          "url": "https://cohere.com/blog/compass-cloud-beta",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:blog-embed5": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "blog-embed5",
          "url": "https://cohere.com/blog/embed-5",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:amd-ir": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "amd-ir",
          "url": "https://ir.amd.com/news-events/press-releases/detail/1259/amd-and-cohere-expand-global-ai-collaboration-to-power-enterprise-and-sovereign-deployments-with-amd-ai-infrastructure",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:betakit-7b": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "betakit-7b",
          "url": "https://betakit.com/coheres-valuation-hits-7-billion-usd-following-100-million-round-extension/",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:betakit-arr": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "betakit-arr",
          "url": "https://betakit.com/cohere-reportedly-soars-past-revenue-target-with-240-million-usd-arr/",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:north-2": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "north-2",
          "url": "https://cohere.com/blog/introducing-north-2",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:aisle": [
      {
        "reviewFile": "models/reviews/cohere.json",
        "check": {
          "sourceId": "aisle",
          "url": "https://cohere.com/blog/cohere-and-aisle-sign-letter-of-intent-to-advance-cyber-resilient-sovereign-ai",
          "accessedDate": "2026-10-20",
          "locator": "Relevant article body or explicitly noted headline-only extract",
          "economicPeriod": "Date stated on source",
          "support": "Current product, commercial use, role, financing or transaction status inspected.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "cohere:coreweave-story": [
      {
        "reviewFile": "models/reviews/cohere.json",
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    ],
    "runway:rw-gen45": [
      {
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    ],
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      {
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    ],
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    ],
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        },
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      }
    ],
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    ],
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        },
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          "locator": "Article body, CEO statement",
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      }
    ],
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      }
    ],
    "suno:suno-studio2": [
      {
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        "check": {
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          "economicPeriod": "August 13",
          "support": "Delivered Studio features",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
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        "check": {
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      }
    ],
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        },
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      }
    ],
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          "outcome": "read"
        },
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    ],
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    ],
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        },
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    ],
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          "support": "Reported CTO/president and January 2025 Freyberg departure",
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        },
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      }
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      }
    ],
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        },
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      }
    ],
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        },
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          "support": "Current product, appointment, financing or relationship inspected.",
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        },
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          "locator": "Announcement body and date",
          "economicPeriod": "Date stated on page",
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        },
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      }
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    "synthesia:hg-200m": [
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        "check": {
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          "economicPeriod": "Date stated on page",
          "support": "Current product, appointment, financing or relationship inspected.",
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        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "synthesia:syn-syren": [
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          "support": "Current product, appointment, financing or relationship inspected.",
          "outcome": "read"
        },
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      }
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