{
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  "sublayer": "open-weight",
  "asOf": "2026-10-21",
  "status": "Researcher recommendation; root challenge and integration review pending",
  "scope": {
    "geography": "Global",
    "activity": "Economic suppliers of currently downloadable model weights with a commercial adaptation or deployment path. Open weights do not automatically meet an open-source definition or unrestricted commercial license.",
    "period": "Latest actual disclosures through October 21, 2026; reporting windows retained rather than silently annualized.",
    "scopeClarification": "National-champion status alone no longer qualifies. Released weights, actual license conditions and commercial use are explicit requirements; research-only or unexamined licenses remain unresolved candidates."
  },
  "eligibility": {
    "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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        "entityId": "deepseek",
        "name": "DeepSeek",
        "economicParent": "deepseek",
        "eligible": true,
        "functions": [
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        ],
        "roleEvidence": "DeepSeek provides an externally deployable alternative to closed model services. Observable gateway use supports its importance, but gateway traffic, self-reported cluster throughput and company revenue measure different things.",
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          "tagline": "Open-weight models supported by a commercial API and serving software",
          "description": "DeepSeek develops language and multimodal models in Hangzhou. The October 17 release updated V4.1 Flash across the website, application and API; its weights are available under MIT terms. The company also publishes infrastructure software used to train and serve its models.",
          "whyItMatters": "DeepSeek provides an externally deployable alternative to closed model services. Observable gateway use supports its importance, but gateway traffic, self-reported cluster throughput and company revenue measure different things.",
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        "entityId": "alibaba",
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        "eligible": true,
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        "roleEvidence": "Alibaba provides both downloadable models and commercial model access, supported by its cloud and distribution businesses. Named enterprise deployments establish use beyond internal commerce. Large infrastructure targets and parameter counts describe strategy and capability; they are not measures of current customer demand.",
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          "tagline": "Qwen models, cloud infrastructure and in-house AI chips",
          "description": "Alibaba combines commerce with cloud infrastructure, proprietary chips, Qwen models and AI applications. Its June-quarter reporting separates AI Cloud and Compute Services from AI Labs and Applications. The first includes cloud and T-Head; the second includes model laboratories and consumer and workplace applications. These segments do not isolate model API revenue.",
          "whyItMatters": "Alibaba provides both downloadable models and commercial model access, supported by its cloud and distribution businesses. Named enterprise deployments establish use beyond internal commerce. Large infrastructure targets and parameter counts describe strategy and capability; they are not measures of current customer demand.",
          "evidence": "company_stated",
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        "roleEvidence": "Meta combines large internal AI workloads with consumer distribution, downloadable models and a newer commercial API business. Parent advertising revenue and app users establish its overall scale, but neither measures independent demand for Muse. Its chip and power agreements affect suppliers across the value chain.",
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          "tagline": "Social apps giant building Muse models and gigawatt AI campuses.",
          "description": "Meta owns Facebook, Instagram, WhatsApp, Messenger and Threads. Advertising finances its model-development and infrastructure businesses. Meta Superintelligence Labs develops the Muse family, including the October Wonder release and separately licensed Glimmer open weights. Its enterprise platform sells model access and agents, while Reality Labs supplies glasses and virtual-reality devices.",
          "whyItMatters": "Meta combines large internal AI workloads with consumer distribution, downloadable models and a newer commercial API business. Parent advertising revenue and app users establish its overall scale, but neither measures independent demand for Muse. Its chip and power agreements affect suppliers across the value chain.",
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        "name": "Alphabet",
        "economicParent": "alphabet",
        "eligible": true,
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        "roleEvidence": "Alphabet supplies several stages of the AI value chain: accelerators, compute, models and distribution through consumer and enterprise products. Actual cloud sales and model use support its inclusion; parent advertising revenue, backlog and future capital expenditure are not substitutes for model revenue.",
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          "tagline": "Google's parent: Gemini models, TPUs, Google Cloud and Search.",
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          "whyItMatters": "Alphabet supplies several stages of the AI value chain: accelerators, compute, models and distribution through consumer and enterprise products. Actual cloud sales and model use support its inclusion; parent advertising revenue, backlog and future capital expenditure are not substitutes for model revenue.",
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        "entityId": "openai",
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        "roleEvidence": "OpenAI combines a large consumer distribution channel with commercial model APIs and enterprise software. Its position is supported by deployed services and reported revenue; financing commitments and future compute contracts measure different things.",
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          "tagline": "GPT models, ChatGPT and agent applications",
          "description": "OpenAI develops general-purpose models and distributes them through ChatGPT, developer APIs, Codex and cloud partnerships. It also releases selected open-weight models and designs inference hardware. OpenAI Group PBC remains controlled by the nonprofit OpenAI Foundation.",
          "whyItMatters": "OpenAI combines a large consumer distribution channel with commercial model APIs and enterprise software. Its position is supported by deployed services and reported revenue; financing commitments and future compute contracts measure different things.",
          "evidence": "company_stated",
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        "entityId": "mistral",
        "name": "Mistral AI",
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        "roleEvidence": "Mistral supplies models and deployment options for organizations needing customization and regional control. Its enterprise work establishes commercial relevance, while company revenue spans several products and does not isolate open-weight usage.",
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          "tagline": "General-purpose and specialized models with enterprise deployment",
          "description": "Mistral develops open-weight and commercial models, sells API access and provides tools to customize and deploy models for enterprises. Its portfolio includes language, coding, documents, speech and forecasting. Large 4 entered API preview in October; its weights were promised for month-end. Voxtral 3 launched on October 20.",
          "whyItMatters": "Mistral supplies models and deployment options for organizations needing customization and regional control. Its enterprise work establishes commercial relevance, while company revenue spans several products and does not isolate open-weight usage.",
          "evidence": "company_stated",
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        "eligible": true,
        "functions": [
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        "roleEvidence": "Kimi has measurable use outside its own application and can be deployed by third-party providers. That distribution broadens its role in the AI value chain while making model usage different from the revenue Moonshot itself receives.",
        "sourceIds": [
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          "description": "Moonshot AI develops the Kimi model family in Beijing. Kimi K3 is distributed through an API, consumer and business applications, coding tools and downloadable weights. The company remains privately held in the evidence reviewed; a reported confidential listing application is not a completed IPO.",
          "whyItMatters": "Kimi has measurable use outside its own application and can be deployed by third-party providers. That distribution broadens its role in the AI value chain while making model usage different from the revenue Moonshot itself receives.",
          "evidence": "company_stated",
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        "eligible": true,
        "functions": [
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        "roleEvidence": "Z.ai combines externally deployable weights with an observable commercial API business. Its financial disclosures show the transition from bespoke deployments toward usage-based services, while its domestic-chip deployment provides a separate example of model delivery under constrained accelerator access.",
        "sourceIds": [
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        "currentSummaryEvidence": {
          "tagline": "GLM model developer with a growing paid API business",
          "description": "Z.ai, also known as Zhipu AI, develops the GLM family of models and sells API access, coding subscriptions and enterprise deployments. The Beijing company listed in Hong Kong in January 2026 and adopted Z.AI Co., Ltd. as its English name in July. Open-platform and API revenue accounted for 86.5% of first-half 2026 sales.",
          "whyItMatters": "Z.ai combines externally deployable weights with an observable commercial API business. Its financial disclosures show the transition from bespoke deployments toward usage-based services, while its domestic-chip deployment provides a separate example of model delivery under constrained accelerator access.",
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        "roleEvidence": "MiniMax connects model development with both developer distribution and consumer media creation. Its public financial statements provide an observable commercial baseline, although neither revenue nor cumulative users can be allocated precisely between individual model families.",
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        "currentSummaryEvidence": {
          "tagline": "Multimodal models distributed through APIs, open weights and consumer applications",
          "description": "MiniMax develops language, video, voice and music models in Shanghai. Its paid API platform and consumer applications generated $116.573 million in the first half of 2026. The M3 model is available as weights under a community licence, while M3.1 Flash entered commercial release on October 19. Access conditions differ across the model portfolio.",
          "whyItMatters": "MiniMax connects model development with both developer distribution and consumer media creation. Its public financial statements provide an observable commercial baseline, although neither revenue nor cumulative users can be allocated precisely between individual model families.",
          "evidence": "company_stated",
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        "roleEvidence": "Released Nemotron families and named customer customization support current supply; GPU revenue and model benchmarks are excluded.",
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        "roleEvidence": "Granite commercial model supply and Apache-licensed weights; current model-only adoption and revenue are not disclosed here.",
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        "roleEvidence": "Own MAI model in production GitHub Copilot, reasoning preview and Foundry model serving. Azure/Copilot revenue does not identify MAI revenue.",
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        "name": "Tencent Hy",
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        "roleEvidence": "Tencent combines open distribution with integration into a large existing product group. External model use supports its inclusion, while parent revenue and user totals cannot establish the model unit’s commercial scale.",
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          "tagline": "Tencent’s open-weight models and commercial AI services",
          "description": "Tencent Hy, previously Hunyuan, develops models for Tencent products and external deployment. Hy4 preview is available through applications and APIs, with Apache-licensed weights. The portfolio also includes image, video, three-dimensional generation and memory software.",
          "whyItMatters": "Tencent combines open distribution with integration into a large existing product group. External model use supports its inclusion, while parent revenue and user totals cannot establish the model unit’s commercial scale.",
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        "roleEvidence": "StepFun connects foundation-model research with device manufacturers and domestic accelerator ecosystems. Reported installed-device reach supports this distinct role, but it is not equivalent to active users or API revenue.",
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          "tagline": "Models for device integration, developer APIs and independent deployment",
          "description": "StepFun develops multimodal AI models in Shanghai. It distributes models through APIs and downloadable weights, with a particular focus on integration into phones and vehicles. Step 5 Preview weights became available in October under a custom licence; earlier Flash releases use different terms.",
          "whyItMatters": "StepFun connects foundation-model research with device manufacturers and domestic accelerator ecosystems. Reported installed-device reach supports this distinct role, but it is not equivalent to active users or API revenue.",
          "evidence": "company_stated",
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        "roleEvidence": "ERNIE weight release and commercial-use license establish supply. Current paid activity denominator requires parent Applications reconciliation.",
        "sourceIds": [
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        "roleEvidence": "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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          "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.",
          "evidence": "reported",
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        "entityId": "reflection-ai",
        "name": "Reflection",
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        "eligible": true,
        "functions": [
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        ],
        "roleEvidence": "An independently trained model and documented deployment paths establish an emerging supplier. A large financing history and training cluster do not establish that its commercial activity exceeds established open-model providers.",
        "sourceIds": [
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        "currentSummaryEvidence": {
          "tagline": "Open-weight model developer entering commercial deployment",
          "description": "Reflection released Beam weights under Apache 2.0 on October 16 and offers a public-beta API and partner-hosted deployment. Beam targets coding, reasoning and agentic work. Its model release replaces the earlier pre-product description, while recognized revenue and sustained customer use remain undisclosed.",
          "whyItMatters": "An independently trained model and documented deployment paths establish an emerging supplier. A large financing history and training cluster do not establish that its commercial activity exceeds established open-model providers.",
          "evidence": "company_stated",
          "sourceIds": [
            "reflection-ai:rf-beam",
            "reflection-ai:rf-beam-release",
            "reflection-ai:rf-beam-intro"
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        }
      },
      {
        "entityId": "thinking-machines",
        "name": "Thinking Machines",
        "economicParent": "thinking-machines",
        "eligible": true,
        "functions": [
          "general-weights",
          "commercial-adaptation"
        ],
        "roleEvidence": "It connects open-weight model supply with enterprise customization and serving. Named deployments support commercial activity; reported revenue run rates remain unaudited and are not interchangeable with annual recognized revenue.",
        "sourceIds": [
          "thinking-machines:tm-inkling",
          "thinking-machines:tm-nvidia",
          "thinking-machines:tm-tc-0903",
          "thinking-machines:tm-tinker",
          "thinking-machines:tm-year-tinker"
        ],
        "packetSha256": "111a8a32c4f00750e02fc0fd2747291b5516bc7c2e4724d2c5045204fd1a8e95",
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        "sourceReviewHashMatched": true,
        "currentPacketHomeSublayer": "frontier-labs",
        "currentSummaryEvidence": {
          "tagline": "Open-weight models and managed model customization",
          "description": "Thinking Machines Lab develops the Inkling model family and operates Tinker, a managed training API. Customers supply data and optimization logic while the company runs distributed training. An October update adds full fine-tuning and production inference in beta. Its NVIDIA agreement targets new capacity from early 2027.",
          "whyItMatters": "It connects open-weight model supply with enterprise customization and serving. Named deployments support commercial activity; reported revenue run rates remain unaudited and are not interchangeable with annual recognized revenue.",
          "evidence": "company_stated",
          "sourceIds": [
            "thinking-machines:tm-inkling",
            "thinking-machines:tm-tinker",
            "thinking-machines:tm-year-tinker",
            "thinking-machines:tm-nvidia",
            "thinking-machines:tm-tc-0903"
          ]
        }
      },
      {
        "entityId": "naver",
        "name": "NAVER",
        "economicParent": "naver",
        "eligible": true,
        "functions": [
          "general-weights",
          "commercial-adaptation"
        ],
        "roleEvidence": "HyperCLOVA product family and commercial-use weights; old cumulative downloads do not establish current paying deployments.",
        "sourceIds": [
          "naver:seed",
          "naver:current"
        ]
      },
      {
        "entityId": "poolside",
        "name": "Poolside",
        "economicParent": "poolside",
        "eligible": true,
        "functions": [
          "general-weights",
          "commercial-adaptation",
          "code-reasoning-weights"
        ],
        "roleEvidence": "Current downloadable code models and API distribution; comparable paid activity is undisclosed.",
        "sourceIds": [
          "poolside:home"
        ]
      },
      {
        "entityId": "sakana-ai",
        "name": "Sakana AI",
        "economicParent": "sakana-ai",
        "eligible": "qualified",
        "functions": [
          "enterprise-specialization"
        ],
        "roleEvidence": "Enterprise model development is demonstrated, but Marlin beta and planned open releases do not establish a broad current downloadable flagship. Historical small weights alone do not prove current scale.",
        "sourceIds": [
          "sakana-ai:sk-aillis",
          "sakana-ai:sk-company",
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        "packetSha256": "0accd701d2354171ad9dc2a50aeb054a3b9bc9022a2b904abe87da11dd9fce73",
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        "sourceReviewHashMatched": true,
        "currentPacketHomeSublayer": "open-weight",
        "currentSummaryEvidence": {
          "tagline": "Japanese model adaptation, orchestration and enterprise AI",
          "description": "Sakana develops systems that combine and adapt models, alongside research on collective intelligence. Commercial products include Namazu, a Japanese adaptation of Kimi, Fugu orchestration and Marlin research. Its recent work includes banking applications and a medical-literature search deployment. These products are not all independently pretrained foundation models.",
          "whyItMatters": "Sakana represents regional model adaptation and orchestration with documented deployments. Its commercial importance should be evaluated through delivered services and customer use, rather than publication count or financing.",
          "evidence": "company_stated",
          "sourceIds": [
            "sakana-ai:sk-company",
            "sakana-ai:sk-namazu",
            "sakana-ai:sk-fugu-max",
            "sakana-ai:sk-marlin",
            "sakana-ai:sk-aillis"
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        }
      },
      {
        "entityId": "lg-ai-research",
        "name": "LG AI Research",
        "economicParent": "lg",
        "eligible": "unresolved",
        "functions": [],
        "roleEvidence": "Current EXAONE release identified; commercial weight-license and paid-use evidence remain incomplete.",
        "sourceIds": [
          "lg:exaone"
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      },
      {
        "entityId": "sarvam-ai",
        "name": "Sarvam",
        "economicParent": "sarvam-ai",
        "eligible": "qualified",
        "functions": [],
        "roleEvidence": "Current commercial voice and language services; open-weight commercial eligibility not fully established in this review.",
        "sourceIds": [
          "sarvam:home"
        ]
      },
      {
        "entityId": "upstage",
        "name": "Upstage",
        "economicParent": "upstage",
        "eligible": "qualified",
        "functions": [],
        "roleEvidence": "Current Solar API and named enterprise services; model-only revenue and current downloadable-weight terms unavailable.",
        "sourceIds": [
          "upstage:home"
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      },
      {
        "entityId": "xiaomi",
        "name": "Xiaomi",
        "economicParent": "xiaomi",
        "eligible": "qualified",
        "functions": [],
        "roleEvidence": "MiMo service and third-party hosting establish a material discovery candidate; license/paid-model activity unresolved.",
        "sourceIds": [
          "xiaomi:mimo",
          "deepinfra:home"
        ]
      },
      {
        "entityId": "ai2",
        "name": "Allen Institute for AI",
        "economicParent": "ai2",
        "eligible": false,
        "functions": [],
        "roleEvidence": "Nonprofit research institution; relevant ecosystem contributor, outside the company supplier set. Its weights remain a competitive alternative.",
        "sourceIds": []
      }
    ],
    "lateDiscoveryBeforeFinalSelection": [
      "xiaomi",
      "poolside"
    ],
    "excludedAndUnresolved": [
      {
        "entityId": "baidu",
        "status": "qualified",
        "reason": "ERNIE weight release and commercial-use license establish supply. Current paid activity denominator requires parent Applications reconciliation."
      },
      {
        "entityId": "sakana-ai",
        "status": "qualified",
        "reason": "Enterprise model development is demonstrated, but Marlin beta and planned open releases do not establish a broad current downloadable flagship. Historical small weights alone do not prove current scale."
      },
      {
        "entityId": "lg-ai-research",
        "status": "unresolved",
        "reason": "Current EXAONE release identified; commercial weight-license and paid-use evidence remain incomplete."
      },
      {
        "entityId": "sarvam-ai",
        "status": "qualified",
        "reason": "Current commercial voice and language services; open-weight commercial eligibility not fully established in this review."
      },
      {
        "entityId": "upstage",
        "status": "qualified",
        "reason": "Current Solar API and named enterprise services; model-only revenue and current downloadable-weight terms unavailable."
      },
      {
        "entityId": "xiaomi",
        "status": "qualified",
        "reason": "MiMo service and third-party hosting establish a material discovery candidate; license/paid-model activity unresolved."
      },
      {
        "entityId": "ai2",
        "status": false,
        "reason": "Nonprofit research institution; relevant ecosystem contributor, outside the company supplier set. Its weights remain a competitive alternative."
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    ],
    "aliasReconciliation": {
      "google-deepmind": "alphabet",
      "meta-superintelligence-labs": "meta",
      "microsoft-ai": "microsoft",
      "alibaba-qwen": "alibaba",
      "baidu-ernie": "baidu",
      "nvidia-nemotron": "nvidia",
      "naver-hyperclova": "naver",
      "allen-institute-ai": "ai2",
      "alibaba-model-studio": "alibaba",
      "microsoft-foundry": "microsoft",
      "google-vertex-gemini-api": "alphabet"
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  },
  "parameters": {
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    "score": null,
    "weights": null,
    "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": "alibaba",
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      "value": "RMB48,437 million (+45% year over year; external-customer revenue also +45%)",
      "unit": "RMB",
      "economicPeriod": "Quarter ended 2026-06-30",
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      "boundary": "June quarter 2026 results, AI Cloud and Compute Services",
      "evidence": "filing",
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    {
      "entityId": "alibaba",
      "measure": "AI-related product revenue",
      "value": "RMB12,376 million; twelfth straight quarter of triple-digit year-over-year growth",
      "unit": "RMB",
      "economicPeriod": "Quarter ended 2026-06-30",
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      "boundary": "June quarter 2026 results, AI Cloud and Compute Services",
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    {
      "entityId": "alibaba",
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      "value": "RMB67,678 million in the quarter (+75% year over year); RMB126,063 million in fiscal 2026",
      "unit": "RMB",
      "economicPeriod": "Quarter ended 2026-06-30; FY2026 (year ended 2026-03-31)",
      "asOf": "2026-06-30",
      "boundary": "June quarter 2026 results, Capital Expenditures; Form 20-F FY2026, Item 5.B",
      "evidence": "filing",
      "sourceIds": [
        "alibaba:b-june-issuer",
        "alibaba:sec-20f-fy2026"
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      "comparisonUse": "Excluded from current-activity comparison: financing, group economics, cost, proposed capacity or technical specification; no importance score.",
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    {
      "entityId": "alibaba",
      "measure": "Free cash flow (non-GAAP)",
      "value": "Outflow of RMB44,670 million (vs. outflow of RMB18,815 million a year earlier), attributed mainly to cloud infrastructure spending",
      "unit": "RMB",
      "economicPeriod": "Quarter ended 2026-06-30",
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      "boundary": "June quarter 2026 results, Business Highlights",
      "evidence": "filing",
      "sourceIds": [
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    {
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      "value": "Loss of RMB13,861 million (vs. loss of RMB3,224 million a year earlier), driven by model investment and Qwen app inference costs",
      "unit": "RMB",
      "economicPeriod": "Quarter ended 2026-06-30",
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      "boundary": "June quarter 2026 results, Segment adjusted EBITA",
      "evidence": "filing",
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    {
      "entityId": "alibaba",
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      "value": "38.1% (ranked first), per Omdia 'AI Cloud Market: China – 2025' as cited by Alibaba",
      "unit": "% of market",
      "economicPeriod": "CY2025",
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      "boundary": "June quarter 2026 results, Cloud",
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      "value": "More than 20 GW operated by Alibaba Cloud by 2032 (management target)",
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      "economicPeriod": "Target year 2032",
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      "boundary": "Alibaba Cloud release 2026-09-22, Eddie Wu keynote",
      "evidence": "company_stated",
      "sourceIds": [
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      "value": "132,165",
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      "economicPeriod": "As of 2026-06-30",
      "asOf": "2026-06-30",
      "boundary": "June quarter 2026 results, Employees",
      "evidence": "filing",
      "sourceIds": [
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      "value": "3338",
      "unit": "RMB million; models and applications combined",
      "economicPeriod": "Quarter ended June 2026",
      "asOf": "2026-06-30",
      "boundary": "Segment table, page 6; before group intersegment elimination",
      "evidence": "filing",
      "sourceIds": [
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      "entityId": "alibaba",
      "measure": "QwenWork first-month users",
      "value": "more than 30 million",
      "unit": "users; paid/free mix undisclosed",
      "economicPeriod": "First month after August 2026 launch",
      "asOf": "2026-10-14",
      "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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      "entityId": "alibaba",
      "measure": "Completed equity placement",
      "value": "710 million shares at HK$112.70",
      "unit": "HKD; approximately 80 billion gross proceeds",
      "economicPeriod": "August 2026",
      "asOf": "2026-08-26",
      "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": "alphabet",
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      "value": "$24.8 billion revenue (+82% YoY); $8.8 billion operating income",
      "unit": "USD",
      "economicPeriod": "Q2 2026 (quarter)",
      "asOf": "2026-06-30",
      "boundary": "Q2 2026 earnings release — segment results",
      "evidence": "filing",
      "sourceIds": [
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      "comparisonUse": "Role-specific descriptive observation; assess definition and period before comparison",
      "packetSha256": "e48a9db94887bc510016797fc38a10c94630a9001284f90a33ea4995815f27a1",
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      "entityId": "alphabet",
      "measure": "Capital expenditures (purchases of property and equipment)",
      "value": "$44.9 billion in Q2 2026; $91.4 billion in FY2025",
      "unit": "USD",
      "economicPeriod": "Q2 2026 (quarter); FY2025 (annual)",
      "asOf": "2026-06-30",
      "boundary": "Cash-flow statements",
      "evidence": "filing",
      "sourceIds": [
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      "comparisonUse": "Excluded from current-activity comparison: financing, group economics, cost, proposed capacity or technical specification; no importance score.",
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      "entityId": "alphabet",
      "measure": "Gemini app monthly active users",
      "value": "950 million",
      "unit": "users",
      "economicPeriod": "Q2 2026",
      "asOf": "2026-07-22",
      "boundary": "CEO remarks, Q2 2026",
      "evidence": "company_stated",
      "sourceIds": [
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        "alphabet:a-q2remarks"
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      "comparisonUse": "Role-specific descriptive observation; assess definition and period before comparison",
      "packetSha256": "e48a9db94887bc510016797fc38a10c94630a9001284f90a33ea4995815f27a1",
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      "entityId": "alphabet",
      "measure": "Gemini direct-API token throughput",
      "value": "About 22 billion tokens per minute (up from 16 billion the prior quarter)",
      "unit": "tokens per minute",
      "economicPeriod": "Q2 2026",
      "asOf": "2026-07-22",
      "boundary": "CEO remarks, Q2 2026",
      "evidence": "company_stated",
      "sourceIds": [
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        "alphabet:a-q1pr"
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      "comparisonUse": "Role-specific descriptive observation; assess definition and period before comparison",
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    {
      "entityId": "alphabet",
      "measure": "Employees",
      "value": "198,933",
      "unit": "employees",
      "economicPeriod": "Point in time",
      "asOf": "2026-06-30",
      "boundary": "Q2 2026 earnings release",
      "evidence": "filing",
      "sourceIds": [
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      "comparisonUse": "Excluded from current-activity comparison: financing, group economics, cost, proposed capacity or technical specification; no importance score.",
      "packetSha256": "e48a9db94887bc510016797fc38a10c94630a9001284f90a33ea4995815f27a1",
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    {
      "entityId": "alphabet",
      "measure": "Cloud backlog",
      "value": "approximately 514 billion",
      "unit": "USD; unrecognized contractual commitments",
      "economicPeriod": "June 2026",
      "asOf": "2026-06-30",
      "boundary": "CEO remarks; rounded Cloud-only figure, not recognized revenue",
      "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.",
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    {
      "entityId": "alphabet",
      "measure": "Gemma downloads",
      "value": "more than 900 million",
      "unit": "cumulative model downloads; not unique users",
      "economicPeriod": "July 2026",
      "asOf": "2026-07-22",
      "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",
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    {
      "entityId": "alphabet",
      "measure": "Cloud customers above annual token threshold",
      "value": "nearly 500",
      "unit": "customers processing over 1 trillion tokens each over preceding year",
      "economicPeriod": "Trailing year reported July 2026",
      "asOf": "2026-07-22",
      "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.",
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    {
      "entityId": "alphabet",
      "measure": "Antigravity weekly active users",
      "value": "more than 2.4 million",
      "unit": "users; free/paid mix undisclosed",
      "economicPeriod": "July 2026",
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      "title": "CoreWeave Expands Agreement with OpenAI by up to $6.5B",
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      "url": "https://nvidianews.nvidia.com/news/openai-and-nvidia-announce-strategic-partnership-to-deploy-10gw-of-nvidia-systems",
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      "url": "https://techcrunch.com/2026/02/27/openai-raises-110b-in-one-of-the-largest-private-funding-rounds-in-history/",
      "title": "OpenAI raises $110B in one of the largest private funding rounds in history",
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      "url": "https://techcrunch.com/2026/03/31/openai-not-yet-public-raises-3b-from-retail-investors-in-monster-122b-fund-raise/",
      "title": "OpenAI, not yet public, raises $3B from retail investors in monster $122B fund raise",
      "publisher": "TechCrunch",
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      "title": "The billion-dollar infrastructure deals powering the AI boom",
      "publisher": "TechCrunch",
      "publishedDate": "2026-02-28",
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      "title": "OpenAI's AI spending spree has ballooned to $750B",
      "publisher": "TechCrunch (citing The Wall Street Journal)",
      "publishedDate": "2026-07-22",
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      "url": "https://techcrunch.com/2026/08/10/openai-reportedly-completed-a-7-billion-employee-tender-offer/",
      "title": "OpenAI reportedly completed a $7 billion employee tender offer",
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      "title": "Fidji Simo steps down from OpenAI's No. 2 role",
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      "title": "Brad Lightcap, OpenAI's longtime COO, is leaving to 'start something new'",
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      "title": "OpenAI hires new CRO as executive shake-up continues",
      "publisher": "TechCrunch",
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      "title": "OpenAI loses a top data center exec as stream of high-profile departures continues",
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      "title": "OpenAI reportedly in talks to raise $30B round at $1.4T valuation",
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      "title": "(1) Proposed issue of A shares and listing on the Sci-Tech Board and (2) proposed change of the English name of the Company",
      "publisher": "Knowledge Atlas Technology JSC Ltd. (HKEX filing, via Euroland IR)",
      "publishedDate": "2026-06-01",
      "accessedDate": "2026-10-02",
      "type": "filing"
    },
    "zhipu:zhipu-clarification": {
      "url": "https://ea-cdn.eurolandir.com/press-releases-attachments./4151595/HKEX-EPS_20260707_12235504_0.PDF",
      "title": "Clarification announcement (proposed A-share offering)",
      "publisher": "Knowledge Atlas Technology JSC Ltd. (HKEX filing, via Euroland IR)",
      "publishedDate": "2026-07-07",
      "accessedDate": "2026-10-02",
      "type": "filing"
    },
    "zhipu:zhipu-agm-poll": {
      "url": "https://ea-cdn.eurolandir.com/press-releases-attachments./4143918/HKEX-EPS_20260622_12211098_0.PDF",
      "title": "Poll results of annual general meeting held on June 22, 2026; appointment of independent non-executive director",
      "publisher": "Knowledge Atlas Technology JSC Ltd. (HKEX filing, via Euroland IR)",
      "publishedDate": "2026-06-22",
      "accessedDate": "2026-10-02",
      "type": "filing"
    },
    "zhipu:zhipu-glm52-ann": {
      "url": "https://ea-cdn.eurolandir.com/press-releases-attachments./4133057/HKEX-EPS_20260615_12202560_0.PDF",
      "title": "Voluntary announcement: Launch of GLM-5.2",
      "publisher": "Knowledge Atlas Technology JSC Ltd. (HKEX filing, via Euroland IR)",
      "publishedDate": "2026-06-15",
      "accessedDate": "2026-10-02",
      "type": "filing"
    },
    "zhipu:fr-entity-list": {
      "url": "https://www.federalregister.gov/documents/full_text/text/2025/01/16/2025-00704.txt",
      "title": "Addition of Entities to and Revision of Entry on the Entity List (90 FR 4617)",
      "publisher": "U.S. Department of Commerce, Bureau of Industry and Security (Federal Register)",
      "publishedDate": "2025-01-16",
      "accessedDate": "2026-10-02",
      "type": "government"
    },
    "zhipu:zai-glm5": {
      "url": "https://z.ai/blog/glm-5",
      "title": "GLM-5: From Vibe Coding to Agentic Engineering",
      "publisher": "Z.ai",
      "publishedDate": "2026-02-12",
      "accessedDate": "2026-10-02",
      "type": "company"
    },
    "zhipu:zai-glm53": {
      "url": "https://z.ai/blog/glm-5.3",
      "title": "GLM-5.3: Frontier Coding with Emergent Cyber Capabilities",
      "publisher": "Z.ai",
      "publishedDate": "2026-08-14",
      "accessedDate": "2026-10-02",
      "type": "company"
    },
    "zhipu:zhipu-home": {
      "url": "https://www.zhipuai.cn/en",
      "title": "Z.ai corporate site: GLM models, MaaS and products",
      "publisher": "Z.AI Co., Ltd.",
      "publishedDate": null,
      "accessedDate": "2026-10-02",
      "type": "company"
    },
    "zhipu:zhipu-about": {
      "url": "https://www.zhipuai.cn/en/about",
      "title": "About Z.ai (Zhipu): mission and development milestones",
      "publisher": "Z.AI Co., Ltd.",
      "publishedDate": null,
      "accessedDate": "2026-10-02",
      "type": "company"
    },
    "zhipu:zhipu-ir": {
      "url": "https://www.zhipuai.cn/investor_relations",
      "title": "Investor relations: governance documents, announcements, prospectus and news",
      "publisher": "Z.AI Co., Ltd.",
      "publishedDate": null,
      "accessedDate": "2026-10-02",
      "type": "company"
    },
    "zhipu:prn-listing": {
      "url": "https://www.prnewswire.com/news-releases/chinas-agi-pioneer-and-leader-zai-listed-on-hong-kong-stock-exchange-302656265.html",
      "title": "China's AGI Pioneer and Leader Z.ai Listed on Hong Kong Stock Exchange",
      "publisher": "Z.ai via PR Newswire",
      "publishedDate": "2026-01-08",
      "accessedDate": "2026-10-02",
      "type": "press_release"
    },
    "zhipu:yahoo-2513": {
      "url": "https://finance.yahoo.com/quote/2513.HK/",
      "title": "Z.AI Co., Ltd. (2513.HK): quote, profile, officers and holders",
      "publisher": "Yahoo Finance",
      "publishedDate": null,
      "accessedDate": "2026-10-02",
      "type": "data_provider"
    },
    "zhipu:zai-zcode-oct20": {
      "url": "https://zcode.z.ai/en/changelog",
      "title": "ZCode release v3.16.2",
      "publisher": "Z.ai",
      "publishedDate": "2026-10-20",
      "accessedDate": "2026-10-20",
      "type": "company"
    }
  },
  "calculations": [
    {
      "name": "MiniMax TTM recognized revenue",
      "formula": "79.038 + 116.573 - 30.429",
      "value": 165.182,
      "unit": "USD million",
      "period": "TTM June 2026",
      "sourceIds": [
        "minimax:mm-fy25-results",
        "minimax:mm-h1-news",
        "minimax:mm-h1-news"
      ]
    },
    {
      "name": "Zhipu TTM recognized revenue",
      "formula": "724.334 + 953.892 - 190.877",
      "value": 1487.3490000000002,
      "unit": "RMB million",
      "period": "TTM June 2026",
      "sourceIds": [
        "zhipu:zhipu-ar2025",
        "zhipu:zhipu-interim-2026",
        "zhipu:zhipu-interim-2026"
      ]
    },
    {
      "name": "Moonshot August annualized revenue inference",
      "formula": "2000000000 / 2",
      "value": 1000000000,
      "unit": "USD annualized",
      "period": "August 2026",
      "evidence": "inference",
      "sourceIds": [
        "moonshot:m-tc-0911"
      ],
      "boundary": "Reported year-end target divided by the reported twofold target-to-August ratio; approximate secondary-report inference, not recognized revenue."
    },
    {
      "name": "Tencent new-AI operating-profit contribution",
      "formula": "75.6 - 86.1",
      "value": -10.5,
      "unit": "RMB billion; non-IFRS",
      "period": "Q2 2026",
      "evidence": "inference",
      "sourceIds": [
        "tencent-hy:th-q2"
      ],
      "boundary": "Reported operating profit less profit excluding several new AI products. Not Hy standalone loss and excluded from current-activity comparison."
    }
  ],
  "baselineComparisons": [
    {
      "name": "Observed gateway usage, three suppliers with explicit shares",
      "tokenOrder": [
        "deepseek",
        "zhipu",
        "moonshot"
      ],
      "modeledSpendOrder": [
        "moonshot",
        "deepseek",
        "zhipu"
      ],
      "interpretation": "Order reverses for DeepSeek and Moonshot. This is sensitivity to activity definition, not a global company ranking; token and modeled-spend shares are related and never added."
    },
    {
      "name": "Recognized revenue baseline",
      "result": "No complete comparable global ranking identified.",
      "reason": "OpenAI net accounting differs from Anthropic gross; integrated groups lack model-only revenue; Zhipu and MiniMax report different currencies and include different products. Current financial observations are preserved rather than forced into an additive score."
    }
  ],
  "selectedIds": [
    "deepseek",
    "alibaba",
    "meta",
    "alphabet",
    "openai",
    "mistral",
    "moonshot",
    "zhipu",
    "minimax",
    "nvidia"
  ],
  "selectedReasons": {
    "deepseek": "Current downloadable model family plus strong observed production use.",
    "alibaba": "Broad Qwen weight/API family with enterprise and developer distribution.",
    "meta": "Llama and newer released models are material deployable families; licenses differ by family.",
    "alphabet": "Gemma has substantial disclosed cumulative downloads and current compact/embedding releases; downloads are not deployments.",
    "openai": "Released GPT-OSS models offer a commercial adaptation path independent of the closed flagship API.",
    "mistral": "Released downloadable families and named enterprise customers; unreleased Large 4 weights are not counted as available.",
    "moonshot": "Released Kimi weights plus current observed gateway use and API business.",
    "zhipu": "Released GLM family and separately reported API business.",
    "minimax": "Released M-series weights and reported open-platform activity.",
    "nvidia": "Current Nemotron releases and named enterprise customization cover enterprise and local-model roles; accelerator revenue is excluded."
  },
  "functionCoverage": {
    "general-weights": [
      "deepseek",
      "alibaba",
      "meta",
      "alphabet",
      "openai",
      "mistral",
      "moonshot",
      "zhipu",
      "minimax",
      "nvidia"
    ],
    "commercial-adaptation": [
      "deepseek",
      "alibaba",
      "meta",
      "alphabet",
      "openai",
      "mistral",
      "moonshot",
      "zhipu",
      "minimax",
      "nvidia"
    ],
    "enterprise-specialization": [
      "mistral",
      "nvidia"
    ],
    "compact-local": [
      "meta",
      "alphabet",
      "nvidia"
    ],
    "code-reasoning-weights": [
      "deepseek",
      "alibaba",
      "openai",
      "mistral",
      "moonshot",
      "zhipu",
      "minimax"
    ]
  },
  "alternativeCutoffSets": [
    {
      "name": "Enterprise governance emphasis",
      "remove": [
        "nvidia"
      ],
      "add": [
        "ibm"
      ],
      "assumption": "IBM Granite replaces Nemotron; both support released enterprise/local models, and no comparable model-only revenue resolves the choice.",
      "selectedIds": [
        "deepseek",
        "alibaba",
        "meta",
        "alphabet",
        "openai",
        "mistral",
        "moonshot",
        "zhipu",
        "minimax",
        "ibm"
      ],
      "requiredFunctions": [
        "general-weights",
        "commercial-adaptation",
        "enterprise-specialization",
        "compact-local",
        "code-reasoning-weights"
      ],
      "functionCoverage": {
        "general-weights": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "openai",
          "mistral",
          "moonshot",
          "zhipu",
          "minimax",
          "ibm"
        ],
        "commercial-adaptation": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "openai",
          "mistral",
          "moonshot",
          "zhipu",
          "minimax",
          "ibm"
        ],
        "enterprise-specialization": [
          "mistral",
          "ibm"
        ],
        "compact-local": [
          "meta",
          "alphabet",
          "ibm"
        ],
        "code-reasoning-weights": [
          "deepseek",
          "alibaba",
          "openai",
          "mistral",
          "moonshot",
          "zhipu",
          "minimax"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": []
    },
    {
      "name": "Embedded distribution emphasis",
      "remove": [
        "minimax"
      ],
      "add": [
        "stepfun"
      ],
      "assumption": "Installed smartphone distribution is treated as a relevant deployment channel, without equating installations with paid activity.",
      "selectedIds": [
        "deepseek",
        "alibaba",
        "meta",
        "alphabet",
        "openai",
        "mistral",
        "moonshot",
        "zhipu",
        "nvidia",
        "stepfun"
      ],
      "requiredFunctions": [
        "general-weights",
        "commercial-adaptation",
        "enterprise-specialization",
        "compact-local",
        "code-reasoning-weights"
      ],
      "functionCoverage": {
        "general-weights": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "openai",
          "mistral",
          "moonshot",
          "zhipu",
          "nvidia",
          "stepfun"
        ],
        "commercial-adaptation": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "openai",
          "mistral",
          "moonshot",
          "zhipu",
          "nvidia",
          "stepfun"
        ],
        "enterprise-specialization": [
          "mistral",
          "nvidia"
        ],
        "compact-local": [
          "meta",
          "alphabet",
          "nvidia"
        ],
        "code-reasoning-weights": [
          "deepseek",
          "alibaba",
          "openai",
          "mistral",
          "moonshot",
          "zhipu"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": []
    },
    {
      "name": "Recent hosted use emphasis",
      "remove": [
        "nvidia"
      ],
      "add": [
        "tencent-hy"
      ],
      "assumption": "Tencent historical hosted usage and current licensed weights justify a challenger; enterprise specialization remains covered by Mistral.",
      "selectedIds": [
        "deepseek",
        "alibaba",
        "meta",
        "alphabet",
        "openai",
        "mistral",
        "moonshot",
        "zhipu",
        "minimax",
        "tencent-hy"
      ],
      "requiredFunctions": [
        "general-weights",
        "commercial-adaptation",
        "enterprise-specialization",
        "compact-local",
        "code-reasoning-weights"
      ],
      "functionCoverage": {
        "general-weights": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "openai",
          "mistral",
          "moonshot",
          "zhipu",
          "minimax",
          "tencent-hy"
        ],
        "commercial-adaptation": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "openai",
          "mistral",
          "moonshot",
          "zhipu",
          "minimax",
          "tencent-hy"
        ],
        "enterprise-specialization": [
          "mistral"
        ],
        "compact-local": [
          "meta",
          "alphabet"
        ],
        "code-reasoning-weights": [
          "deepseek",
          "alibaba",
          "openai",
          "mistral",
          "moonshot",
          "zhipu",
          "minimax"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": []
    },
    {
      "name": "Unknown private scale",
      "remove": [
        "minimax",
        "openai"
      ],
      "add": [
        "reflection-ai",
        "thinking-machines"
      ],
      "assumption": "Recently released commercial model families can occupy contested places without assigning unknown sales zero.",
      "selectedIds": [
        "deepseek",
        "alibaba",
        "meta",
        "alphabet",
        "mistral",
        "moonshot",
        "zhipu",
        "nvidia",
        "reflection-ai",
        "thinking-machines"
      ],
      "requiredFunctions": [
        "general-weights",
        "commercial-adaptation",
        "enterprise-specialization",
        "compact-local",
        "code-reasoning-weights"
      ],
      "functionCoverage": {
        "general-weights": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "mistral",
          "moonshot",
          "zhipu",
          "nvidia",
          "reflection-ai",
          "thinking-machines"
        ],
        "commercial-adaptation": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "mistral",
          "moonshot",
          "zhipu",
          "nvidia",
          "reflection-ai",
          "thinking-machines"
        ],
        "enterprise-specialization": [
          "mistral",
          "nvidia"
        ],
        "compact-local": [
          "meta",
          "alphabet",
          "nvidia"
        ],
        "code-reasoning-weights": [
          "deepseek",
          "alibaba",
          "mistral",
          "moonshot",
          "zhipu",
          "reflection-ai"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 8,
      "jaccard": 0.6666666666666666,
      "conditionalEligibility": []
    },
    {
      "name": "Enterprise specialization expansion",
      "remove": [
        "moonshot"
      ],
      "add": [
        "cohere"
      ],
      "assumption": "Enterprise adaptation takes priority over additional general reasoning representation.",
      "selectedIds": [
        "deepseek",
        "alibaba",
        "meta",
        "alphabet",
        "openai",
        "mistral",
        "zhipu",
        "minimax",
        "nvidia",
        "cohere"
      ],
      "requiredFunctions": [
        "general-weights",
        "commercial-adaptation",
        "enterprise-specialization",
        "compact-local",
        "code-reasoning-weights"
      ],
      "functionCoverage": {
        "general-weights": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "openai",
          "mistral",
          "zhipu",
          "minimax",
          "nvidia",
          "cohere"
        ],
        "commercial-adaptation": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "openai",
          "mistral",
          "zhipu",
          "minimax",
          "nvidia",
          "cohere"
        ],
        "enterprise-specialization": [
          "mistral",
          "nvidia",
          "cohere"
        ],
        "compact-local": [
          "meta",
          "alphabet",
          "nvidia"
        ],
        "code-reasoning-weights": [
          "deepseek",
          "alibaba",
          "openai",
          "mistral",
          "zhipu",
          "minimax"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 9,
      "jaccard": 0.8181818181818182,
      "conditionalEligibility": []
    },
    {
      "name": "Local and regional deployment",
      "remove": [
        "openai",
        "minimax"
      ],
      "add": [
        "microsoft",
        "naver"
      ],
      "assumption": "A different emphasis on compact/local and regional models gives another defensible set.",
      "selectedIds": [
        "deepseek",
        "alibaba",
        "meta",
        "alphabet",
        "mistral",
        "moonshot",
        "zhipu",
        "nvidia",
        "microsoft",
        "naver"
      ],
      "requiredFunctions": [
        "general-weights",
        "commercial-adaptation",
        "enterprise-specialization",
        "compact-local",
        "code-reasoning-weights"
      ],
      "functionCoverage": {
        "general-weights": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "mistral",
          "moonshot",
          "zhipu",
          "nvidia",
          "microsoft",
          "naver"
        ],
        "commercial-adaptation": [
          "deepseek",
          "alibaba",
          "meta",
          "alphabet",
          "mistral",
          "moonshot",
          "zhipu",
          "nvidia",
          "microsoft",
          "naver"
        ],
        "enterprise-specialization": [
          "mistral",
          "nvidia"
        ],
        "compact-local": [
          "meta",
          "alphabet",
          "nvidia",
          "microsoft"
        ],
        "code-reasoning-weights": [
          "deepseek",
          "alibaba",
          "mistral",
          "moonshot",
          "zhipu"
        ]
      },
      "allFunctionsCovered": true,
      "retained": 8,
      "jaccard": 0.6666666666666666,
      "conditionalEligibility": []
    }
  ],
  "sensitivity": {
    "stableWithinDeclaredScenarios": [
      "alibaba",
      "alphabet",
      "deepseek",
      "meta",
      "mistral",
      "zhipu"
    ],
    "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."
  },
  "changesVersusPrior": {
    "added": [
      "alphabet",
      "meta",
      "nvidia",
      "openai"
    ],
    "removed": [
      "reflection-ai",
      "sakana-ai",
      "stepfun",
      "tencent-hy"
    ],
    "retained": [
      "alibaba",
      "deepseek",
      "minimax",
      "mistral",
      "moonshot",
      "zhipu"
    ],
    "rawPriorIds": [
      "deepseek",
      "alibaba-qwen",
      "mistral",
      "moonshot",
      "zhipu",
      "minimax",
      "sakana-ai",
      "reflection-ai",
      "stepfun",
      "tencent-hy"
    ],
    "priorCanonicalIds": [
      "deepseek",
      "alibaba",
      "mistral",
      "moonshot",
      "zhipu",
      "minimax",
      "sakana-ai",
      "reflection-ai",
      "stepfun",
      "tencent-hy"
    ],
    "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": "alibaba",
      "calculation": {
        "expression": "22945 - 67660 + 45",
        "result": -44670,
        "unit": "RMB million reported non-GAAP free cash flow"
      },
      "sourceReviewFile": "models/reviews/alibaba.json",
      "sourceReviewCalculationIndex": 0,
      "packetSha256": "e30066ded34b2dd5ac05a7c11431a78fabc86a8d43eb047a52854ed1d99469c7",
      "selectionUse": "Audit trail for disclosed facts; not an additive importance score."
    },
    {
      "entityId": "alibaba",
      "calculation": {
        "expression": "205862 + 48437 + 3338 + 28803 + 783 - 18270",
        "result": 268953,
        "unit": "RMB million consolidated revenue reconciliation"
      },
      "sourceReviewFile": "models/reviews/alibaba.json",
      "sourceReviewCalculationIndex": 1,
      "packetSha256": "e30066ded34b2dd5ac05a7c11431a78fabc86a8d43eb047a52854ed1d99469c7",
      "selectionUse": "Audit trail for disclosed facts; not an additive importance score."
    },
    {
      "entityId": "meta",
      "calculation": {
        "expression": "60,370 / 60,801 * 100",
        "result": 99.2911317248,
        "unit": "percent Family of Apps revenue"
      },
      "sourceReviewFile": "models/reviews/meta.json",
      "sourceReviewCalculationIndex": 0,
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    },
    {
      "entityId": "alphabet",
      "relation": "suppliers",
      "evidence": {
        "name": "NVIDIA",
        "entityId": "nvidia",
        "detail": "Google Cloud offers GPUs alongside its own TPUs; the 10-K describes a range of accelerators including specialized GPUs, and Cloud Next 2026 materials reference Google Cloud's NVIDIA GPU portfolio.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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          "alphabet:a-next26"
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      },
      "packetSha256": "e48a9db94887bc510016797fc38a10c94630a9001284f90a33ea4995815f27a1",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "alphabet",
      "relation": "suppliers",
      "evidence": {
        "name": "NextEra Energy",
        "entityId": "nextera",
        "detail": "Agreement (October 27, 2025) under which Google enables the restart of the Duane Arnold Energy Center in Iowa, more than 600 MW of nuclear power expected online in early 2029, and pays for the plant's output.",
        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
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        ],
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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": "alphabet",
      "relation": "suppliers",
      "evidence": {
        "name": "Planet Labs",
        "entityId": null,
        "detail": "Built the Project Suncatcher prototype satellite carrying TPUs, launched in October 2026 to test AI chips in orbit.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "alphabet:a-suncatcher"
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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": "alphabet",
      "relation": "partners",
      "evidence": {
        "name": "SpaceX",
        "entityId": "spacex",
        "detail": "Alphabet held SpaceX shares valued at $80.0 billion (subject to short-term sale restrictions) plus $14.1 billion (restricted through Q3 2027) at June 30, 2026, after SpaceX's 2026 listing; SpaceX also launched Google's Suncatcher prototype on its Transporter-18 rideshare. SpaceX now owns xAI and competes with Google in AI.",
        "status": "current",
        "evidence": "filing",
        "sourceIds": [
          "alphabet:a-10q",
          "alphabet:a-suncatcher"
        ],
        "locator": "Form 10-Q Q2 2026 — marketable and non-marketable equity securities"
      },
      "packetSha256": "e48a9db94887bc510016797fc38a10c94630a9001284f90a33ea4995815f27a1",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "alphabet",
      "relation": "partners",
      "evidence": {
        "name": "Anthropic (equity investment)",
        "entityId": "anthropic",
        "detail": "Google has been a minority investor in Anthropic since 2023 (press-reported commitments of up to $2 billion in 2023 and $1 billion more in 2025). Alphabet's filings do not name the holding or its size; a stake of roughly 14% is press-reported and unverified here.",
        "status": "current",
        "evidence": "reported",
        "sourceIds": [
          "alphabet:a-wiki-anthropic"
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        "locator": "Funding history"
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      "packetSha256": "e48a9db94887bc510016797fc38a10c94630a9001284f90a33ea4995815f27a1",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "alphabet",
      "relation": "partners",
      "evidence": {
        "name": "Blackstone",
        "entityId": null,
        "detail": "Joint venture announced May 19, 2026 to create a new TPU cloud: Blackstone makes an initial $5 billion equity commitment to bring about 500 MW online in 2027, with Google supplying TPUs, software and support.",
        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
          "alphabet:a-blackstone"
        ],
        "locator": "Keyword post, May 19, 2026"
      },
      "packetSha256": "e48a9db94887bc510016797fc38a10c94630a9001284f90a33ea4995815f27a1",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "alphabet",
      "relation": "partners",
      "evidence": {
        "name": "Wiz (acquired)",
        "entityId": null,
        "detail": "Cloud-security company acquired for $32 billion; the deal closed March 11, 2026 and Wiz keeps its brand inside Google Cloud.",
        "status": "current",
        "evidence": "filing",
        "sourceIds": [
          "alphabet:a-10k",
          "alphabet:a-wiz"
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        "locator": "10-K FY2025 Note on acquisitions; press release Mar 11, 2026"
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      "packetSha256": "e48a9db94887bc510016797fc38a10c94630a9001284f90a33ea4995815f27a1",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "customers",
      "evidence": {
        "name": "Royal Bank of Canada",
        "entityId": null,
        "detail": "Named by Cohere among organizations deploying North in its general-availability announcement. Current account spend and contract terms are undisclosed.",
        "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": "cohere",
      "relation": "customers",
      "evidence": {
        "name": "Dell Technologies",
        "entityId": "dell",
        "detail": "Named by Cohere among organizations deploying North in its general-availability announcement. Current account spend and contract terms are undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "customers",
      "evidence": {
        "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.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "customers",
      "evidence": {
        "name": "Ensemble Health Partners",
        "entityId": null,
        "detail": "Named by Cohere among organizations deploying North in its general-availability announcement. Current account spend and contract terms are undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "cohere:blog-north-ga"
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "customers",
      "evidence": {
        "name": "Bell Canada",
        "entityId": null,
        "detail": "Named by Cohere among organizations deploying North in its general-availability announcement. Current account spend and contract terms are undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "cohere:blog-north-ga"
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "customers",
      "evidence": {
        "name": "LG CNS",
        "entityId": null,
        "detail": "North 2 describes internal use and distribution to Korean enterprises.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "customers",
      "evidence": {
        "name": "CoreWeave",
        "entityId": "coreweave",
        "detail": "Published support deployment uses North with Slack and Jira on private infrastructure; the company describes reaching production in 90 days.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "cohere:coreweave-story"
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "customers",
      "evidence": {
        "name": "Oracle",
        "entityId": "oracle",
        "detail": "Current customer-story index identifies more than 100 application use cases. That count is neither distinct paying enterprises nor disclosed annual revenue.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "cohere:cohere-customer-stories"
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "customers",
      "evidence": {
        "name": "Draftwise, BambooHR and Atomicwork",
        "entityId": null,
        "detail": "Named current customer stories establish search and workflow use; individual spending is undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
          "cohere:cohere-customer-stories"
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "customers",
      "evidence": {
        "name": "AMD",
        "entityId": "amd",
        "detail": "AMD announced planned integration of North into internal and engineering workloads. The announcement does not quantify completed seat deployment.",
        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "suppliers",
      "evidence": {
        "name": "NVIDIA",
        "entityId": "nvidia",
        "detail": "North 2 documentation identifies training and inference on Hopper and Blackwell. Compute expenditure and direct procurement terms remain undisclosed.",
        "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": "cohere",
      "relation": "suppliers",
      "evidence": {
        "name": "AMD",
        "entityId": "amd",
        "detail": "The companies support Command and North on AMD Instinct infrastructure. This is confirmed platform compatibility and collaboration; supplier revenue is not disclosed.",
        "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": "cohere",
      "relation": "suppliers",
      "evidence": {
        "name": "Schwarz Digits / STACKIT",
        "entityId": null,
        "detail": "The Aleph Alpha combination announcement describes a sovereign cloud delivery partnership; incremental deployment and close status remain qualified.",
        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "partners",
      "evidence": {
        "name": "Oracle",
        "entityId": "oracle",
        "detail": "Listed in Cohere’s current partner ecosystem. Contract terms, exclusivity and partner-attributed sales 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": "cohere",
      "relation": "partners",
      "evidence": {
        "name": "Dell Technologies",
        "entityId": "dell",
        "detail": "Listed in Cohere’s current partner ecosystem. Contract terms, exclusivity and partner-attributed sales 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": "cohere",
      "relation": "partners",
      "evidence": {
        "name": "Fujitsu",
        "entityId": null,
        "detail": "Listed in Cohere’s current partner ecosystem. Contract terms, exclusivity and partner-attributed sales are not disclosed.",
        "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": "cohere",
      "relation": "partners",
      "evidence": {
        "name": "Microsoft",
        "entityId": "microsoft",
        "detail": "Listed in Cohere’s current partner ecosystem. Contract terms, exclusivity and partner-attributed sales are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "partners",
      "evidence": {
        "name": "Amazon Web Services",
        "entityId": "amazon",
        "detail": "Listed in Cohere’s current partner ecosystem. Contract terms, exclusivity and partner-attributed sales are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "partners",
      "evidence": {
        "name": "Accenture and McKinsey",
        "entityId": null,
        "detail": "Listed in Cohere’s current partner ecosystem. Contract terms, exclusivity and partner-attributed sales are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "partners",
      "evidence": {
        "name": "Carahsoft and Second Front",
        "entityId": null,
        "detail": "Listed in Cohere’s current partner ecosystem. Contract terms, exclusivity and partner-attributed sales are not disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "partners",
      "evidence": {
        "name": "SAP",
        "entityId": "sap",
        "detail": "November 2025 announcement describes North on SAP Sovereign Cloud; a current partnership is supported without asserting a quantified deployment.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "partners",
      "evidence": {
        "name": "Bell Canada",
        "entityId": null,
        "detail": "Joint sovereign-AI offering is announced; the October North update identifies Bell Cyber security collaboration.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "partners",
      "evidence": {
        "name": "RWS",
        "entityId": null,
        "detail": "Co-developed North Small Translate and supplies commercial access through Language Weaver.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "partners",
      "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",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "cohere",
      "relation": "partners",
      "evidence": {
        "name": "AISLE",
        "entityId": null,
        "detail": "Letter of intent to acquire announced October 15. Proposed leadership appointments and Prague research expansion are contingent.",
        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "8156cb2d789272652461f731cf59d865e76fa5eb19196b2a9bb448eae7ced357",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "deepseek",
      "relation": "customers",
      "evidence": {
        "name": "API developers and application users",
        "entityId": null,
        "detail": "Live commercial API and assistant are documented. No current named-customer revenue or concentration breakdown is publicly disclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "26c16554b23e3f4fbd6e302a7acddcc422bef57950751a83b742d281fbb90308",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "deepseek",
      "relation": "customers",
      "evidence": {
        "name": "Vercel AI Gateway users",
        "entityId": null,
        "detail": "Observed model use within one gateway provides evidence of external production activity; it does not measure the entire AI market.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "26c16554b23e3f4fbd6e302a7acddcc422bef57950751a83b742d281fbb90308",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "deepseek",
      "relation": "suppliers",
      "evidence": {
        "name": "NVIDIA hardware used in published benchmarks",
        "entityId": "nvidia",
        "detail": "DeepSeek reports DeepInfer tests on NVIDIA SM100 GPUs: four GPUs for prefill and 64 for decoding. This establishes reported use of the hardware in those tests; it does not identify the seller, a direct procurement contract, the ownership of the test systems or the production installed base.",
        "status": "inferred",
        "evidence": "inference",
        "sourceIds": [
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        "locator": "DeepInfer README, Performance benchmarks; hardware use is documented, while supplier attribution is an editorial inference."
      },
      "packetSha256": "26c16554b23e3f4fbd6e302a7acddcc422bef57950751a83b742d281fbb90308",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "deepseek",
      "relation": "partners",
      "evidence": {
        "name": "Tencent CodeBuddy and WorkBuddy",
        "entityId": null,
        "detail": "Named in October release as environments used to optimise agent interaction. The statement does not quantify a commercial contract.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
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      "evidence": {
        "name": "vLLM and SGLang ecosystems",
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        "detail": "DeepInfer acknowledges these serving projects. Open-source contributions are not equity partnerships.",
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    {
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      "evidence": {
        "name": "Advertisers (no customer ≥10% of revenue)",
        "entityId": null,
        "detail": "Advertising was $196.2 billion of $201.0 billion revenue in 2025; Meta states that no customer represented 10% or more of revenue or accounts receivable in 2023–2025.",
        "status": "current",
        "evidence": "filing",
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "meta",
      "relation": "customers",
      "evidence": {
        "name": "Mulholland Grocery",
        "entityId": null,
        "detail": "Named early Muse small-business user in Malvern, Iowa; no contract value or paid subscription confirmed.",
        "status": "current",
        "evidence": "company_stated",
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "meta",
      "relation": "suppliers",
      "evidence": {
        "name": "NVIDIA",
        "entityId": "nvidia",
        "detail": "Multi-year strategic partnership (February 17, 2026) to build clusters on NVIDIA's Vera Rubin platform and deploy Spectrum-X Ethernet networking and NVIDIA Confidential Computing for WhatsApp. Volumes and value not disclosed.",
        "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": "meta",
      "relation": "suppliers",
      "evidence": {
        "name": "AMD",
        "entityId": "amd",
        "detail": "February agreement covers up to 6 GW over multiple years, with initial shipments planned for the second half of 2026. Current delivered capacity was not established.",
        "status": "announced",
        "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": "meta",
      "relation": "suppliers",
      "evidence": {
        "name": "Broadcom",
        "entityId": "broadcom",
        "detail": "Co-develops multiple generations of Meta's MTIA accelerators on Broadcom's custom XPU platform, starting with more than 1 GW of deployment and multiple gigawatts over time (April 14, 2026). Broadcom CEO Hock Tan left Meta's board at the 2026 annual meeting to become an adviser on its silicon roadmap.",
        "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": "meta",
      "relation": "suppliers",
      "evidence": {
        "name": "Arm Holdings",
        "entityId": "arm",
        "detail": "Co-development of multiple generations of Arm-based data-center CPUs, beginning with the 'Arm AGI CPU', which Arm will also sell to others (March 24, 2026).",
        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
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        "locator": "Meta Newsroom, Mar 24, 2026"
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "meta",
      "relation": "suppliers",
      "evidence": {
        "name": "Amazon Web Services",
        "entityId": "amazon",
        "detail": "April agreement described deployment of tens of millions of Graviton CPU cores for agent workloads. It is a supplier commitment, not a measured current installed-core count.",
        "status": "announced",
        "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": "meta",
      "relation": "suppliers",
      "evidence": {
        "name": "CoreWeave",
        "entityId": "coreweave",
        "detail": "The initial September 2025 order committed up to approximately USD 14.2 billion through December 2031. CoreWeave announced an expanded agreement of approximately USD 21 billion through December 2032 on April 9, 2026, with deployments across several locations including planned early Vera Rubin systems. These are contract commitments, not delivered capacity or recognized revenue; the two headline amounts are not added here.",
        "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": "meta",
      "relation": "suppliers",
      "evidence": {
        "name": "Nebius Group",
        "entityId": "nebius",
        "detail": "The November 2025 agreement was approximately USD 2.9 billion over five years, with tranches delivered in November 2025 and February 2026. A March 13, 2026 agreement covers USD 12 billion of dedicated capacity planned for deployment in H1 2027, plus up to USD 15 billion of contingent purchases of specified capacity not sold to other customers. The up-to-USD-27-billion headline therefore includes a backstop obligation; it is not current revenue or proof that all capacity has been deployed.",
        "status": "current",
        "evidence": "filing",
        "sourceIds": [
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "meta",
      "relation": "suppliers",
      "evidence": {
        "name": "Vistra",
        "entityId": null,
        "detail": "20-year power purchase agreements announced January 2026 for 2,609 MW of nuclear energy and capacity from Vistra's PJM plants (Perry, Davis-Besse, Beaver Valley), including 433 MW of uprates to be built.",
        "status": "current",
        "evidence": "filing",
        "sourceIds": [
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    },
    {
      "entityId": "meta",
      "relation": "suppliers",
      "evidence": {
        "name": "Oklo",
        "entityId": null,
        "detail": "Prepayment agreement signed January 5, 2026 to advance a 1.2 GW Aurora powerhouse campus in Pike County, Ohio, to supply Meta's data centers, targeted as early as 2030.",
        "status": "announced",
        "evidence": "filing",
        "sourceIds": [
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    },
    {
      "entityId": "meta",
      "relation": "suppliers",
      "evidence": {
        "name": "TerraPower",
        "entityId": null,
        "detail": "Agreement for up to eight Natrium reactor units (2.8 GW baseload plus 1.2 GW storage), with the first two units as early as 2032.",
        "status": "announced",
        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
      "entityId": "meta",
      "relation": "suppliers",
      "evidence": {
        "name": "Constellation Energy",
        "entityId": "constellation",
        "detail": "20-year agreement for the output of the Clinton nuclear plant in Illinois starting June 2027, supporting relicensing and a 30 MW uprate.",
        "status": "announced",
        "evidence": "filing",
        "sourceIds": [
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    },
    {
      "entityId": "meta",
      "relation": "partners",
      "evidence": {
        "name": "Blue Owl Capital (Hyperion JV)",
        "entityId": null,
        "detail": "The cached 2025 annual filing describes a Louisiana development venture in which Meta retained 20%. The current exposure and commissioning schedule were not freshly established.",
        "status": "current",
        "evidence": "filing",
        "sourceIds": [
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    },
    {
      "entityId": "meta",
      "relation": "partners",
      "evidence": {
        "name": "BlackRock (GIP and HPS) — El Paso JV",
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        "detail": "July announcement proposed 80% BlackRock-fund ownership and 20% Meta ownership of a 1 GW El Paso development, targeting capacity in 2028. The source anticipated closing; no new closing confirmation was obtained.",
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        "evidence": "company_stated",
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    },
    {
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      "relation": "partners",
      "evidence": {
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        "entityId": null,
        "detail": "Meta recorded a $13.80 billion investment at December 2025 and stated it did not exercise significant influence. This does not make Scale a wholly owned Meta model supplier.",
        "status": "current",
        "evidence": "filing",
        "sourceIds": [
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    {
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      "relation": "partners",
      "evidence": {
        "name": "Reliance Industries",
        "entityId": null,
        "detail": "Reliance is building a 168 MW AI data center in Jamnagar, Gujarat, that Meta will lease (June 2026); the companies also run a joint venture offering Meta's open models to Indian enterprises. Meta separately holds a $5.82 billion investment in Jio Platforms.",
        "status": "announced",
        "evidence": "company_stated",
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    },
    {
      "entityId": "meta",
      "relation": "partners",
      "evidence": {
        "name": "EssilorLuxottica",
        "entityId": null,
        "detail": "Manufacturing and distribution partner for Meta's AI glasses (Ray-Ban Meta, Oakley Meta and the Meta Glasses line launched June 2026).",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
      "entityId": "meta",
      "relation": "partners",
      "evidence": {
        "name": "Stripe Link",
        "entityId": null,
        "detail": "Payment integration for Muse; integration does not imply a model-revenue contribution or exclusive relationship.",
        "status": "current",
        "evidence": "company_stated",
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    },
    {
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      "evidence": {
        "name": "Enterprise and developer users",
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        "detail": "Company reports more than two million enterprises and developers cumulatively served on its undated company page. This is not a count of active paying customers.",
        "status": "current",
        "evidence": "company_stated",
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    },
    {
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      "evidence": {
        "name": "Individual users",
        "entityId": null,
        "detail": "More than 300 million cumulative users across the model and application portfolio; frequency, duplicate accounts and paying share are not disclosed.",
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    {
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      "evidence": {
        "name": "Cloud computing providers (not itemised)",
        "entityId": null,
        "detail": "Results attribute increased R&D spending to cloud services for model training. Supplier identity, contracted capacity and concentration are not disclosed in these results.",
        "status": "current",
        "evidence": "company_stated",
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    {
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      "evidence": {
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        "detail": "MiniMax describes working with AWS and GCP to distribute its models globally; the April statement does not quantify revenue or exclusive infrastructure commitments.",
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    {
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      "evidence": {
        "name": "Hugging Face and serving frameworks",
        "entityId": null,
        "detail": "M3 weights and integration instructions support self-hosting with SGLang, vLLM and Transformers. Framework compatibility is not a paid-customer count.",
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        "evidence": "company_stated",
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    },
    {
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      "relation": "customers",
      "evidence": {
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        "entityId": null,
        "detail": "Named enterprise customer in Mistral’s current case-study catalogue; spending undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
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      "relation": "customers",
      "evidence": {
        "name": "ASML",
        "entityId": null,
        "detail": "Named enterprise customer in Mistral’s current case-study catalogue; spending undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
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      "relation": "customers",
      "evidence": {
        "name": "Airbus",
        "entityId": null,
        "detail": "Named enterprise customer in Mistral’s current case-study catalogue; spending undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
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      "relation": "customers",
      "evidence": {
        "name": "CMA CGM",
        "entityId": null,
        "detail": "Named enterprise customer in Mistral’s current case-study catalogue; spending undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
      "entityId": "mistral",
      "relation": "customers",
      "evidence": {
        "name": "Stellantis",
        "entityId": null,
        "detail": "Named enterprise customer in Mistral’s current case-study catalogue; spending undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
      "entityId": "mistral",
      "relation": "customers",
      "evidence": {
        "name": "European Patent Office",
        "entityId": null,
        "detail": "Named enterprise customer in Mistral’s current case-study catalogue; spending undisclosed.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
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      "evidence": {
        "name": "NVIDIA",
        "entityId": "nvidia",
        "detail": "Large 4 was trained on 3,800 Grace Blackwell GPUs in European data centers; this is a training configuration, not available customer capacity.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
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    },
    {
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      "evidence": {
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        "detail": "Named Forge collaborators using proprietary-data model training.",
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        "evidence": "company_stated",
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      },
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    },
    {
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      "relation": "partners",
      "evidence": {
        "name": "Z.ai",
        "entityId": "zhipu",
        "detail": "Third-party model hosting broadens Mistral’s catalogue; Z.ai model activity is not independently authored Mistral activity.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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    },
    {
      "entityId": "thinking-machines",
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      "evidence": {
        "name": "NVIDIA",
        "entityId": "nvidia",
        "detail": "Multi-year partnership (10 March 2026) to deploy at least one gigawatt of Vera Rubin systems from early 2027; NVIDIA also made an undisclosed strategic investment.",
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    },
    {
      "entityId": "thinking-machines",
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      "evidence": {
        "name": "Together AI",
        "entityId": "together-ai",
        "detail": "Inkling API launch partner.",
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        "evidence": "company_stated",
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "thinking-machines",
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      "evidence": {
        "name": "Fireworks AI",
        "entityId": "fireworks-ai",
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    },
    {
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      "evidence": {
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        "entityId": "databricks",
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        "status": "current",
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "thinking-machines",
      "relation": "partners",
      "evidence": {
        "name": "Baseten and Modal",
        "entityId": null,
        "detail": "Inkling API launch partners.",
        "status": "current",
        "evidence": "company_stated",
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "zhipu",
      "relation": "customers",
      "evidence": {
        "name": "Largest customer (unnamed)",
        "entityId": null,
        "detail": "7.90% of FY2025 revenue; identity undisclosed.",
        "status": "historical",
        "evidence": "filing",
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      "packetSha256": "fdf19b815a20e63dccc9fcc27f7d2297a1ef8cdb71fd3ff8fc40084583ecde8f",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "zhipu",
      "relation": "customers",
      "evidence": {
        "name": "Five largest customers (unnamed)",
        "entityId": null,
        "detail": "26.51% of FY2025 revenue. No current customer concentration inferred from this historical period.",
        "status": "historical",
        "evidence": "filing",
        "sourceIds": [
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      "packetSha256": "fdf19b815a20e63dccc9fcc27f7d2297a1ef8cdb71fd3ff8fc40084583ecde8f",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "zhipu",
      "relation": "customers",
      "evidence": {
        "name": "Enterprise and developer platform users",
        "entityId": null,
        "detail": "More than 7.4 million users by August 31, versus 5.8 million at June 30. Disclosure does not establish active paid accounts or independent legal customers.",
        "status": "current",
        "evidence": "filing",
        "sourceIds": [
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      "packetSha256": "fdf19b815a20e63dccc9fcc27f7d2297a1ef8cdb71fd3ff8fc40084583ecde8f",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "zhipu",
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      "evidence": {
        "name": "Computing-service providers (unnamed)",
        "entityId": null,
        "detail": "Five largest suppliers represented 52.34% of FY2025 purchases and the largest 20.92%; the annual report describes reliance on third-party computing resources.",
        "status": "historical",
        "evidence": "filing",
        "sourceIds": [
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      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "zhipu",
      "relation": "suppliers",
      "evidence": {
        "name": "Domestic accelerator suppliers (unnamed)",
        "entityId": null,
        "detail": "Company reports serving inference with more than 100,000 domestic chips. Chip models, effective capacity and supplier spending are not disclosed.",
        "status": "current",
        "evidence": "filing",
        "sourceIds": [
          "zhipu:zhipu-interim-2026"
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      },
      "packetSha256": "fdf19b815a20e63dccc9fcc27f7d2297a1ef8cdb71fd3ff8fc40084583ecde8f",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "zhipu",
      "relation": "partners",
      "evidence": {
        "name": "SGLang, vLLM and Transformers ecosystems",
        "entityId": null,
        "detail": "The current Flash model card documents compatible serving frameworks. Compatibility is not a financial partnership or exclusive supply agreement.",
        "status": "current",
        "evidence": "company_stated",
        "sourceIds": [
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      },
      "packetSha256": "fdf19b815a20e63dccc9fcc27f7d2297a1ef8cdb71fd3ff8fc40084583ecde8f",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    },
    {
      "entityId": "zhipu",
      "relation": "partners",
      "evidence": {
        "name": "Tsinghua University",
        "entityId": null,
        "detail": "Academic origins and continuing faculty affiliations are documented in director and scientist biographies. University affiliations do not make every model sale a university sale.",
        "status": "current",
        "evidence": "filing",
        "sourceIds": [
          "zhipu:zhipu-ar2025"
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      },
      "packetSha256": "fdf19b815a20e63dccc9fcc27f7d2297a1ef8cdb71fd3ff8fc40084583ecde8f",
      "selectionUse": "Role and delivery context only. Reciprocal supplier/customer descriptions are the same relationship, not independent measured activity."
    }
  ],
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          "sourceId": "b-june-issuer",
          "url": "https://data.alibabagroup.com/ecms-files/1532295521/fa5d65fc-9b3e-4e82-a8fc-4ce1c3e2c407/Alibaba%20Group%20Announces%20June%20Quarter%202026%20Results.pdf",
          "accessedDate": "2026-10-21",
          "locator": "Form 20-F FY2026, Item 4.B and Item 5; June quarter 2026 results, Business and Strategic Updates; Form 20-F FY2026, Item 4.B Cloud Intelligence Group; June quarter 2026 results, Cloud; June quarter 2026 results, Chip Design – T-Head; Alibaba Cloud release 2026-09-22; Form 20-F FY2026, Item 4.B Qwen App; June quarter 2026 results, Qwen App; June quarter 2026 results, AI Cloud and Compute Services; June quarter 2026 results, Capital Expenditures; Form 20-F FY2026, Item 5.B; June quarter 2026 results, Business Highlights; June quarter 2026 results, Segment adjusted EBITA; June quarter 2026 results, Cloud; June quarter 2026 results, Employees; Segment table, page 6; before group intersegment elimination; Form 20-F FY2026, Item 6.A Directors and Senior Management; Partnership Committee",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
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        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    "alibaba:b-board": [
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        "reviewFile": "models/reviews/alibaba.json",
        "check": {
          "sourceId": "b-board",
          "url": "https://www.alibabagroup.com/en-US/ir-corporate-governance-board-directors",
          "accessedDate": "2026-10-21",
          "locator": "Form 20-F FY2026, Item 6.A Directors and Senior Management; Form 20-F FY2026, Item 6.A Directors and Senior Management; 2026 AGM notice, Proposal 3; Weijian Shan; Irene Yun-Lien Lee; Kabir Misra",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    "alibaba:b-wu": [
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        "check": {
          "sourceId": "b-wu",
          "url": "https://www.alibabagroup.com/en-US/about-alibaba-leadership-1637927598568767488",
          "accessedDate": "2026-10-21",
          "locator": "Form 20-F FY2026, Item 6.A Directors and Senior Management; Alibaba Cloud release 2026-06-30 (Alibaba Token Hub)",
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          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    "alibaba:b-xu": [
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        "check": {
          "sourceId": "b-xu",
          "url": "https://www.alibabagroup.com/en-US/about-alibaba-leadership-1493306374124208128",
          "accessedDate": "2026-10-21",
          "locator": "Form 20-F FY2026, Item 6.A Directors and Senior Management",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    ],
    "alibaba:b-qwen-repo": [
      {
        "reviewFile": "models/reviews/alibaba.json",
        "check": {
          "sourceId": "b-qwen-repo",
          "url": "https://github.com/QwenLM/Qwen3.8",
          "accessedDate": "2026-10-21",
          "locator": "Form 20-F FY2026, Item 4.B and Item 5; June quarter 2026 results, Business and Strategic Updates; Alibaba Cloud release 2026-08-03; June quarter 2026 results, AI Labs and Applications",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    "alibaba:b-qca": [
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        "check": {
          "sourceId": "b-qca",
          "url": "https://www.alibabacloud.com/blog/qoder-cloud-agents-help-developers-enter-the-personal-agent-era_603644",
          "accessedDate": "2026-10-21",
          "locator": "Qoder Cloud Agents",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    ],
    "alibaba:b-ecom": [
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        "reviewFile": "models/reviews/alibaba.json",
        "check": {
          "sourceId": "b-ecom",
          "url": "https://www.alibabacloud.com/blog/qwenwork-unveiled-e-commerce-tool-to-help-merchants-in-china-boost-efficiency_603637",
          "accessedDate": "2026-10-21",
          "locator": "June quarter 2026 results, QwenWork; Form 20-F FY2026, Item 4.B Wukong; QwenWork first-month users",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    ],
    "alibaba:b-tsai-europe": [
      {
        "reviewFile": "models/reviews/alibaba.json",
        "check": {
          "sourceId": "b-tsai-europe",
          "url": "https://www.alibabacloud.com/blog/joe-tsai-open-source-is-europes-ai-opportunity_603620",
          "accessedDate": "2026-10-21",
          "locator": "Inspected release body supporting the cited relationship or disclosure",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    ],
    "alibaba:sec-20f-fy2026": [
      {
        "reviewFile": "models/reviews/alibaba.json",
        "check": {
          "sourceId": "sec-20f-fy2026",
          "url": "https://www.sec.gov/Archives/edgar/data/1577552/000119312526231755/baba-20260331.htm",
          "accessedDate": "2026-10-02",
          "locator": "Alibaba Cloud release 2026-08-03; Form 20-F FY2026, Letter from Chairman and CEO; Form 20-F FY2026, Item 4.B Cloud Intelligence Group; June quarter 2026 results, Cloud; Form 20-F FY2026, Item 4.B Qwen App; June quarter 2026 results, Qwen App; June quarter 2026 results, Capital Expenditures; Form 20-F FY2026, Item 5.B; Form 20-F FY2026, Item 6.A Directors and Senior Management; Alibaba Cloud release 2026-06-30 (Alibaba Token Hub); Form 20-F FY2026, Item 6.A Directors and Senior Management; Form 20-F FY2026, Item 6.A Directors and Senior Management; Partnership Committee; Yahoo Finance company officers; Form 20-F FY2026, Item 6.A Alibaba Partnership — Partnership Committee; Yahoo Finance company officers; Alibaba milestones 2026 (March); Form 20-F FY2026, Item 6.A Directors and Senior Management; 2026 AGM notice, Proposal 3; Weijian Shan; Irene Yun-Lien Lee; Kabir Misra; Jingren Zhou",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    ],
    "alibaba:alibaba-about": [
      {
        "reviewFile": "models/reviews/alibaba.json",
        "check": {
          "sourceId": "alibaba-about",
          "url": "https://www.alibabagroup.com/en-US/about-alibaba",
          "accessedDate": "2026-10-21",
          "locator": "June quarter 2026 results, Chip Design – T-Head; Alibaba Cloud release 2026-09-22; Alibaba Cloud release 2026-09-22, T-Head roadmap; Alibaba milestones 2026; Form 20-F FY2026, Item 6.A Directors and Senior Management; Alibaba Cloud release 2026-06-30 (Alibaba Token Hub); Form 20-F FY2026, Item 6.A Directors and Senior Management; Form 20-F FY2026, Item 6.A Directors and Senior Management; Partnership Committee; Form 20-F FY2026, Item 6.A Directors and Senior Management; 2026 AGM notice, Proposal 3",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    ],
    "alibaba:acloud-qwen38": [
      {
        "reviewFile": "models/reviews/alibaba.json",
        "check": {
          "sourceId": "acloud-qwen38",
          "url": "https://www.alibabacloud.com/press-room/alibaba-unveils-qwen3-8-max",
          "accessedDate": "2026-10-21",
          "locator": "Alibaba Cloud release 2026-08-03; June quarter 2026 results, AI Labs and Applications; Alibaba Cloud release 2026-08-03; Form 20-F FY2026, Letter from Chairman and CEO",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    ],
    "alibaba:acloud-roadmap-2026": [
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        "reviewFile": "models/reviews/alibaba.json",
        "check": {
          "sourceId": "acloud-roadmap-2026",
          "url": "https://www.alibabacloud.com/press-room/alibaba-unveils-roadmap-on-full-stack-ai-strategy",
          "accessedDate": "2026-10-21",
          "locator": "Alibaba Cloud release 2026-08-03; June quarter 2026 results, AI Labs and Applications; Form 20-F FY2026, Item 4.B Cloud Intelligence Group; June quarter 2026 results, Cloud; June quarter 2026 results, Chip Design – T-Head; Alibaba Cloud release 2026-09-22; Alibaba Cloud release 2026-09-22, T-Head roadmap; Alibaba milestones 2026; Alibaba Cloud releases 2026-06-30 and 2026-09-22; Alibaba Cloud release 2026-09-22, Eddie Wu keynote",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    ],
    "alibaba:acloud-global-2026": [
      {
        "reviewFile": "models/reviews/alibaba.json",
        "check": {
          "sourceId": "acloud-global-2026",
          "url": "https://www.alibabacloud.com/press-room/alibaba-cloud-expands-global-infrastructure-and-ai",
          "accessedDate": "2026-10-21",
          "locator": "Form 20-F FY2026, Item 4.B and Item 5; June quarter 2026 results, Business and Strategic Updates; Alibaba Cloud release 2026-09-23, keynote caption",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alibaba:acloud-h1-2026": [
      {
        "reviewFile": "models/reviews/alibaba.json",
        "check": {
          "sourceId": "acloud-h1-2026",
          "url": "https://www.alibabacloud.com/press-room/alibaba-positions-for-accelerated-ai-growth-in-sec",
          "accessedDate": "2026-10-21",
          "locator": "Form 20-F FY2026, Item 4.B Qwen App; June quarter 2026 results, Qwen App; June quarter 2026 results, QwenWork; Form 20-F FY2026, Item 4.B Wukong; Alibaba Cloud releases 2026-06-30 and 2026-09-22; Form 20-F FY2026, Item 6.A Directors and Senior Management; Alibaba Cloud release 2026-06-30 (Alibaba Token Hub)",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alibaba:ir-placing-completion": [
      {
        "reviewFile": "models/reviews/alibaba.json",
        "check": {
          "sourceId": "ir-placing-completion",
          "url": "https://www.alibabagroup.com/en-US/document-2029365886510432256",
          "accessedDate": "2026-10-21",
          "locator": "Completed equity placement",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-q2-issuer": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-q2-issuer",
          "url": "https://s206.q4cdn.com/479360582/files/doc_financials/2026/q2/2026q2-alphabet-earnings-release.pdf",
          "accessedDate": "2026-10-21",
          "locator": "10-K FY2025 Item 1 Business; Q2 2026 earnings release; Q2 2026 CEO remarks; TPU 8 announcement, Apr 22, 2026; Google Cloud AI infrastructure and Vertex AI; Gemini Enterprise; Google Search with AI Overviews and AI Mode; Q2 2026 earnings release — segment results; Cash-flow statements; CEO remarks, Q2 2026; Q2 2026 earnings release",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-argon-ga": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-argon-ga",
          "url": "https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-4-argon/",
          "accessedDate": "2026-10-21",
          "locator": "10-K FY2025 Item 1 Business; Q2 2026 earnings release; Gemini models (incl. Gemini 4 Argon); Pichai–Hassabis memo, Aug 5, 2026",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-gemma4": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-gemma4",
          "url": "https://blog.google/innovation-and-ai/technology/developers-tools/introducing-gemma-4-12b/",
          "accessedDate": "2026-10-21",
          "locator": "10-K FY2025 Item 1 Business; Q2 2026 earnings release; Gemma 4",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-embed2": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-embed2",
          "url": "https://blog.google/innovation-and-ai/technology/developers-tools/embeddinggemma-2/",
          "accessedDate": "2026-10-21",
          "locator": "EmbeddingGemma 2",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-10k": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-10k",
          "url": "https://www.sec.gov/Archives/edgar/data/1652044/000165204426000018/goog-20251231.htm",
          "accessedDate": "2026-10-02",
          "locator": "Gemini Enterprise; Google Search with AI Overviews and AI Mode; Q1 2026 earnings release; Wiz; Cash-flow statements; DEF 14A 2026 — director nominees; 10-K FY2025 Item 8 segment note (CODM); DEF 14A 2026 — director nominees; 10-K Item 1A ownership concentration",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-q2remarks": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-q2remarks",
          "url": "https://blog.google/company-news/inside-google/message-ceo/alphabet-earnings-q2-2026/",
          "accessedDate": "2026-10-21",
          "locator": "10-K FY2025 Item 1 Business; Q2 2026 earnings release; Gemini models (incl. Gemini 4 Argon); Q2 2026 CEO remarks; Google Search with AI Overviews and AI Mode; CEO remarks, Q2 2026; CEO remarks; rounded Cloud-only figure, not recognized revenue; Gemma downloads; Cloud customers above annual token threshold; Antigravity weekly active users",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-memo": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-memo",
          "url": "https://blog.google/company-news/inside-google/message-ceo/next-chapter-ai-momentum/",
          "accessedDate": "2026-10-21",
          "locator": "Pichai–Hassabis memo, Aug 5, 2026; Keyword author page; memo lists Gemini app and developer teams under Kavukcuoglu",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-board": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-board",
          "url": "https://abc.xyz/investor/board-and-governance/",
          "accessedDate": "2026-10-21",
          "locator": "DEF 14A 2026 — director nominees; DEF 14A 2026 — director nominees; 10-K Item 1A ownership concentration; Frances Arnold; R. Martin Chávez; John Doerr; K. Ram Shriram",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-gcpc-lead": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-gcpc-lead",
          "url": "https://www.googlecloudpresscorner.com/leadership",
          "accessedDate": "2026-10-21",
          "locator": "Google Cloud Press Corner leadership bio; Keyword author page; TPU 8 announcement byline",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-au-porat": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-au-porat",
          "url": "https://blog.google/authors/ruth-porat/",
          "accessedDate": "2026-10-21",
          "locator": "DEF 14A 2026 — executive officers",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-au-walker": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-au-walker",
          "url": "https://blog.google/authors/kent-walker/",
          "accessedDate": "2026-10-21",
          "locator": "DEF 14A 2026 — executive officers",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-au-vahdat": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-au-vahdat",
          "url": "https://blog.google/authors/amin-vahdat/",
          "accessedDate": "2026-10-21",
          "locator": "Keyword author page; TPU 8 announcement byline",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-au-woodward": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-au-woodward",
          "url": "https://blog.google/authors/josh-woodward/",
          "accessedDate": "2026-10-21",
          "locator": "Keyword author page; memo lists Gemini app and developer teams under Kavukcuoglu",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-tpu8": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-tpu8",
          "url": "https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/eighth-generation-tpu-agentic-era/",
          "accessedDate": "2026-10-21",
          "locator": "TPU 8 announcement, Apr 22, 2026; Keyword author page; TPU 8 announcement byline",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-wiz": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-wiz",
          "url": "https://www.googlecloudpresscorner.com/2026-03-11-Google-Completes-Acquisition-of-Wiz",
          "accessedDate": "2026-10-21",
          "locator": "Wiz; Google Cloud Press Corner leadership bio",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-salesforce": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-salesforce",
          "url": "https://www.googlecloudpresscorner.com/2026-09-15-Salesforce-and-Google-Cloud-Unify-Infrastructure-and-Agents-for-One-Connected-AI-Stack",
          "accessedDate": "2026-10-21",
          "locator": "Google Cloud AI infrastructure and Vertex AI",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-bnp": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-bnp",
          "url": "https://www.googlecloudpresscorner.com/2026-09-24-BNP-Paribas-and-Google-Cloud-Announce-New-Partnership-on-Agentic-AI-and-Cloud-Innovation",
          "accessedDate": "2026-10-21",
          "locator": "Google Cloud AI infrastructure and Vertex AI; Gemini Enterprise",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-blackstone": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-blackstone",
          "url": "https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/blackstone-tpu-cloud/",
          "accessedDate": "2026-10-21",
          "locator": "Inspected release body supporting the cited relationship or disclosure",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "alphabet:a-apple": [
      {
        "reviewFile": "models/reviews/alphabet.json",
        "check": {
          "sourceId": "a-apple",
          "url": "https://blog.google/company-news/inside-google/company-announcements/joint-statement-google-apple/",
          "accessedDate": "2026-10-21",
          "locator": "Inspected release body supporting the cited relationship or disclosure",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "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",
        "check": {
          "sourceId": "coreweave-story",
          "url": "https://cohere.com/customer-stories/coreweave",
          "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."
      }
    ],
    "deepseek:s-korrun-0716": [
      {
        "reviewFile": "models/reviews/deepseek.json",
        "check": {
          "sourceId": "s-korrun-0716",
          "url": "https://static.cninfo.com.cn/finalpage/2026-07-16/1225427973.PDF",
          "accessedDate": "2026-10-20",
          "locator": "Registered capital; Liang Wenfeng; Announcement 2026-051, section 2(2), item 4 (法定代表人)",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "deepseek:s-caixin-0717": [
      {
        "reviewFile": "models/reviews/deepseek.json",
        "check": {
          "sourceId": "s-caixin-0717",
          "url": "https://www.caixinglobal.com/2026-07-17/deepseek-reaches-52-billion-valuation-in-round-backed-by-tencent-catl-102465358.html",
          "accessedDate": "2026-10-20",
          "locator": "Inspected release body supporting the cited relationship or disclosure",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "deepseek:s-ds-news-v41": [
      {
        "reviewFile": "models/reviews/deepseek.json",
        "check": {
          "sourceId": "s-ds-news-v41",
          "url": "https://api-docs.deepseek.com/news/news260910",
          "accessedDate": "2026-10-20",
          "locator": "DeepSeek V4.1 Flash 1017",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "deepseek:s-chinatalk-1127": [
      {
        "reviewFile": "models/reviews/deepseek.json",
        "check": {
          "sourceId": "s-chinatalk-1127",
          "url": "https://www.chinatalk.media/p/deepseek-ceo-interview-with-chinas",
          "accessedDate": "2026-10-21",
          "locator": "Liang Wenfeng",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "deepseek:ds-flash1017": [
      {
        "reviewFile": "models/reviews/deepseek.json",
        "check": {
          "sourceId": "ds-flash1017",
          "url": "https://api-docs.deepseek.com/news/news261017/",
          "accessedDate": "2026-10-20",
          "locator": "summary; DeepSeek V4.1 Flash 1017; DeepSeek Harness and Search/Fetch APIs",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "deepseek:ds-flash1017-card": [
      {
        "reviewFile": "models/reviews/deepseek.json",
        "check": {
          "sourceId": "ds-flash1017-card",
          "url": "https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017",
          "accessedDate": "2026-10-20",
          "locator": "summary; DeepSeek V4.1 Flash 1017",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "deepseek:ds-deepinfer": [
      {
        "reviewFile": "models/reviews/deepseek.json",
        "check": {
          "sourceId": "ds-deepinfer",
          "url": "https://github.com/deepseek-ai/deepinfer",
          "accessedDate": "2026-10-21",
          "locator": "summary; DeepInfer",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "deepseek:ds-deepinfer-qa": [
      {
        "reviewFile": "models/reviews/deepseek.json",
        "check": {
          "sourceId": "ds-deepinfer-qa",
          "url": "https://github.com/deepseek-ai/DeepInfer/blob/main/doc/inference_deployment_qa.md",
          "accessedDate": "2026-10-21",
          "locator": "DeepInfer; Introductory deployment paragraph; not audited billable output-only volume",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "deepseek:ds-dsec": [
      {
        "reviewFile": "models/reviews/deepseek.json",
        "check": {
          "sourceId": "ds-dsec",
          "url": "https://arxiv.org/abs/2609.22978",
          "accessedDate": "2026-10-21",
          "locator": "DeepSeek Elastic Compute",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "deepseek:ds-round-oct": [
      {
        "reviewFile": "models/reviews/deepseek.json",
        "check": {
          "sourceId": "ds-round-oct",
          "url": "https://www.investing.com/news/economy-news/deepseek-set-to-net-over-12-billion-in-new-fundraising-source-says-4933887",
          "accessedDate": "2026-10-21",
          "locator": "Inspected release body supporting the cited relationship or disclosure",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "deepseek:vercel-sep26": [
      {
        "reviewFile": "models/reviews/deepseek.json",
        "check": {
          "sourceId": "vercel-sep26",
          "url": "https://vercel.com/blog/ai-gateway-production-index-october-2026",
          "accessedDate": "2026-10-21",
          "locator": "summary; Includes serving by third parties; input, output, reasoning and cache tokens; Not actual DeepSeek revenue",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-q2-issuer": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-q2-issuer",
          "url": "https://investor.atmeta.com/investor-news/press-release-details/2026/Meta-Reports-Second-Quarter-2026-Results/",
          "accessedDate": "2026-10-21",
          "locator": "10-K FY2025 Item 1 Business; Q2 2026 earnings release; Meta Newsroom, Jul 24, 2026; Q2 2026 earnings release; Revenue table; Advertising revenue; Family daily active people; 30,116 purchases of property and equipment + 962 finance-lease principal; 31,862 operating cash flow minus 31,078 capital expenditures; Capital expenditure guidance",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-lead-current": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-lead-current",
          "url": "https://investor.atmeta.com/leadership-and-governance/?section=contact",
          "accessedDate": "2026-10-21",
          "locator": "Leadership page; 10-K FY2025 Item 1A (control by CEO); Form 8-K filed Jan 16, 2026, Item 5.02; Leadership page; Leadership page; DEF 14A 2026 executive officers; Leadership page — board; John Arnold; John Elkann; Andrew W. Houston; Nancy Killefer; Charlie Songhurst; Dana White; Tony Xu",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-wonder": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-wonder",
          "url": "https://research.meta.ai/blog/muse-wonder",
          "accessedDate": "2026-10-21",
          "locator": "October 12, 2026 release body: model availability, Muse Code access and later consumer rollout",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-wonder-launch": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-wonder-launch",
          "url": "https://about.fb.com/news/2026/10/introducing-muse-wonder-models/",
          "accessedDate": "2026-10-21",
          "locator": "October 12, 2026 release body: model availability, Muse Code access and later consumer rollout",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-small-business": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-small-business",
          "url": "https://about.fb.com/news/2026/09/introducing-muse-small-business/",
          "accessedDate": "2026-10-21",
          "locator": "Meta Newsroom, Sep 28, 2026; Muse small-business workflows",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-wang-current": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-wang-current",
          "url": "https://www.axios.com/2026/10/12/meta-new-ai-models-anthropic-openai",
          "accessedDate": "2026-10-21",
          "locator": "10-K FY2025 Note — non-marketable equity investments (Scale AI)",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-10k": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-10k",
          "url": "https://www.sec.gov/Archives/edgar/data/1326801/000162828026003942/meta-20251231.htm",
          "accessedDate": "2026-10-02",
          "locator": "10-K FY2025 Item 1 — AI; Q2 2026 earnings release; Leadership page; 10-K FY2025 Item 1A (control by CEO)",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-glimmer": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-glimmer",
          "url": "https://research.meta.ai/blog/introducing-muse-glimmer-open-agentic-model",
          "accessedDate": "2026-10-21",
          "locator": "10-K FY2025 Item 1 Business; Q2 2026 earnings release; 10-K FY2025 Item 1 — AI",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-muse-agent": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-muse-agent",
          "url": "https://about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/",
          "accessedDate": "2026-10-21",
          "locator": "Meta Newsroom, Sep 8, 2026; Meta Newsroom, Jul 24, 2026; Leadership page — board",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-enterprise": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-enterprise",
          "url": "https://about.fb.com/news/2026/09/launching-meta-enterprise-platform/",
          "accessedDate": "2026-10-21",
          "locator": "10-K FY2025 Item 1 Business; Q2 2026 earnings release; Meta Newsroom, Sep 28, 2026",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-nvidia": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-nvidia",
          "url": "https://about.fb.com/news/2026/02/meta-nvidia-announce-long-term-infrastructure-partnership/",
          "accessedDate": "2026-10-21",
          "locator": "Inspected release body supporting the cited relationship or disclosure",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-amd": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-amd",
          "url": "https://about.fb.com/news/2026/02/meta-amd-partner-longterm-ai-infrastructure-agreement/",
          "accessedDate": "2026-10-21",
          "locator": "Inspected release body supporting the cited relationship or disclosure",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-aws": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-aws",
          "url": "https://about.fb.com/news/2026/04/meta-partners-with-aws-on-graviton-chips-to-power-agentic-ai/",
          "accessedDate": "2026-10-21",
          "locator": "Meta Newsroom, Mar 24 and Apr 24, 2026",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-nuclear": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-nuclear",
          "url": "https://about.fb.com/news/2026/01/meta-nuclear-energy-projects-power-american-ai-leadership/",
          "accessedDate": "2026-10-21",
          "locator": "Vistra, TerraPower and Oklo; excludes separate earlier Clinton agreement; Meta Newsroom, Jan 9, 2026",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-connect": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-connect",
          "url": "https://about.fb.com/news/2026/09/the-biggest-news-from-connect-2026/",
          "accessedDate": "2026-10-21",
          "locator": "Meta Newsroom, Connect 2026",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-mtia": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-mtia",
          "url": "https://about.fb.com/news/2026/03/expanding-metas-custom-silicon-to-power-our-ai-workloads/",
          "accessedDate": "2026-10-21",
          "locator": "Meta Newsroom, Mar 11 and Apr 14, 2026",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-elpaso": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-elpaso",
          "url": "https://about.fb.com/news/2026/07/meta-announces-new-venture-with-blackrock-to-develop-data-center-in-el-paso/",
          "accessedDate": "2026-10-21",
          "locator": "Inspected release body supporting the cited relationship or disclosure",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-21",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-coreweave-expansion": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-coreweave-expansion",
          "url": "https://www.coreweave.com/news/coreweave-and-meta-announce-21-billion-expanded-ai-infrastructure-agreement",
          "accessedDate": "2026-10-21",
          "locator": "Opening and dedicated-capacity paragraphs, lines 14–15",
          "economicPeriod": "April 9, 2026 agreement through December 2032",
          "support": "Expanded approximately USD21bn agreement; future distributed deployments; no recognized-revenue or commissioned-MW claim.",
          "outcome": "read",
          "capture": "models/evidence/meta-coreweave-editorial.json"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "meta:m-nbis-20f": [
      {
        "reviewFile": "models/reviews/meta.json",
        "check": {
          "sourceId": "m-nbis-20f",
          "url": "https://www.sec.gov/Archives/edgar/data/1513845/000110465926052948/nbis-20251231x20f.htm",
          "reviewedDate": "2026-10-21",
          "originalAccessedDate": "2026-10-03",
          "locator": "Full annual text, lines1850–1856, printed pages75–76",
          "economicPeriod": "November2025 and March2026 agreements",
          "support": "Prior2.9bn agreement delivered in two tranches;12bn dedicated plusup-to15bn unsold-capacity backstop;H12027 dedicated deployment timetable.",
          "outcome": "local_source_read",
          "capture": "infrastructure/evidence/nebius-annual.txt"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "minimax:mm-fy25-results": [
      {
        "reviewFile": "models/reviews/minimax.json",
        "check": {
          "sourceId": "mm-fy25-results",
          "url": "https://file.cdn.minimax.io/public/ba6ecddc-7a0f-434a-b340-96576f676b3c.pdf",
          "accessedDate": "2026-10-20",
          "locator": "summary; Annual results p1; 79.038 + 116.573 - 30.429; total company, not API-only; Annual results p5; Annual results p3; not current monthly paid volume; Annual results p3; not current annual demand",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-20",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "minimax:mm-h1-news": [
      {
        "reviewFile": "models/reviews/minimax.json",
        "check": {
          "sourceId": "mm-h1-news",
          "url": "https://www.minimax.io/news/minimax-announces-first-half-2026-financial-results-1787744160",
          "accessedDate": "2026-10-20",
          "locator": "summary; MiniMax H3 / Hailuo; Interim consolidated income statement; 79.038 + 116.573 - 30.429; total company, not API-only; Open platform and other enterprise services revenue; Gross margin; Net loss; Adjusted net loss; R&D expense; Interim consolidated balance sheet; distinct from broader cash balance of 1,322.8 million",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-20",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "minimax:mm-ir-mgmt": [
      {
        "reviewFile": "models/reviews/minimax.json",
        "check": {
          "sourceId": "mm-ir-mgmt",
          "url": "https://ir.minimax.io/corporate-information/management",
          "accessedDate": "2026-10-20",
          "locator": "Yan Junjie; Yun Yeyi; Zhao Pengyu; Zhou Yucong",
          "economicPeriod": "As dated in source; undated pages observed 2026-10-20",
          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
      }
    ],
    "minimax:mm-ir-board": [
      {
        "reviewFile": "models/reviews/minimax.json",
        "check": {
          "sourceId": "mm-ir-board",
          "url": "https://ir.minimax.io/corporate-information/board-of-directors",
          "accessedDate": "2026-10-20",
          "locator": "Liu Wei; Huang Guobin",
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        },
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          "support": "Directly read supporting body; no login/paywall content used.",
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          "support": "Directly read supporting body; no login/paywall content used.",
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        },
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          "outcome": "read"
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          "support": "Directly read supporting body; no login/paywall content used.",
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        },
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          "support": "Directly read supporting body; no login/paywall content used.",
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        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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          "support": "Directly read supporting body; no login/paywall content used.",
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          "locator": "Sarah Friar",
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          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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          "support": "Directly read supporting body; no login/paywall content used.",
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          "support": "Directly read supporting body; no login/paywall content used.",
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          "support": "Directly read supporting body; no login/paywall content used.",
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          "support": "Directly read supporting body; no login/paywall content used.",
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        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
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    "stepfun:sf-may-kr": [
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          "support": "Directly read supporting body; no login/paywall content used.",
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          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
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          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
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          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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          "support": "Directly read supporting body; no login/paywall content used.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    "thinking-machines:tm-home": [
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          "support": "Inkling, Tinker and interaction research remain current offerings/research.",
          "outcome": "read"
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        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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          "support": "Latest Tinker update identified.",
          "outcome": "read"
        },
        "scope": "Existing recorded source inspection; reconciliation does not renew its access date."
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    ],
    "thinking-machines:tm-nvidia": [
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