{
  "schema": "5lc-selection-review/1",
  "sublayer": "consumer",
  "asOf": "2026-10-21",
  "status": "reviewed_representative_set_with_unresolved_cutoff",
  "scope": "Consumer, search and ads: delivered consumer assistance, AI-enabled discovery and advertising, creative production, shopping and learning. Commercial machine learning counts where it is central to the delivered product; generic AI announcements alone do not.",
  "eligibility": "Delivered public application or deployed commercial AI-enabled advertising/learning/creation function. Public and private groups face the same functional gate. One group seat per sublayer; cross-layer roles remain allowed. Funding, valuation, future product plans and general company size are not eligibility substitutes.",
  "predefinedFunctions": [
    {
      "id": "assistant-search",
      "description": "General assistance and information search",
      "required": true
    },
    {
      "id": "owned-distribution-advertising",
      "description": "AI-driven discovery and advertising on owned distribution",
      "required": true
    },
    {
      "id": "independent-advertising",
      "description": "Independent performance advertising outside an owned media network",
      "required": true
    },
    {
      "id": "creative-production",
      "description": "Creative and document production",
      "required": true
    },
    {
      "id": "commerce-assistance",
      "description": "Consumer shopping and transactional assistance",
      "required": true
    },
    {
      "id": "adaptive-learning",
      "description": "Adaptive learning and practice",
      "required": true
    }
  ],
  "universe": {
    "initialFile": "consumer-universe.json",
    "frozenBeforeSelectionAt": "2026-10-21T07:24:05.758205+00:00",
    "reconciledCandidates": [
      {
        "entityId": "alphabet",
        "name": "Alphabet",
        "economicParent": "alphabet",
        "eligible": true,
        "functions": [
          "assistant-search",
          "owned-distribution-advertising",
          "creative-production"
        ],
        "sourceIds": [
          "alphabet:a-q2-issuer",
          "alphabet:a-q2remarks"
        ],
        "roleEvidence": "Commercial Search/AI Mode and Gemini; separate app adoption and ad revenue.",
        "packetPath": "models/packets/alphabet.json",
        "packetSha256": "e48a9db94887bc510016797fc38a10c94630a9001284f90a33ea4995815f27a1"
      },
      {
        "entityId": "meta",
        "name": "Meta",
        "economicParent": "meta",
        "eligible": true,
        "functions": [
          "assistant-search",
          "owned-distribution-advertising"
        ],
        "sourceIds": [
          "meta:m-q2-issuer",
          "meta:m-muse-agent"
        ],
        "roleEvidence": "AI ranking/advertising is established; app-family reach is not Muse use.",
        "packetPath": "models/packets/meta.json",
        "packetSha256": "a88a9ef290b23dd4251a542aeec7572224564c90de7defbbc976fd78ff25ec61"
      },
      {
        "entityId": "bytedance",
        "name": "ByteDance",
        "economicParent": "bytedance",
        "eligible": true,
        "functions": [
          "assistant-search",
          "owned-distribution-advertising",
          "creative-production"
        ],
        "sourceIds": [
          "bytedance:bd-world",
          "bytedance:bd-seedance",
          "bytedance:bd-strategy",
          "bytedance:bd-jv"
        ],
        "roleEvidence": "Commercial AI advertising and creative apps; reported Doubao users; separate U.S. venture boundary.",
        "packetPath": "apps-consumer/packets/bytedance.json",
        "packetSha256": "aa19fdbb533ddeeaad576d165cc8208e2d3158959866c586a329a919217208e2"
      },
      {
        "entityId": "tencent",
        "name": "Tencent",
        "economicParent": "tencent",
        "eligible": true,
        "functions": [
          "assistant-search",
          "owned-distribution-advertising"
        ],
        "sourceIds": [
          "tencent:tc-ir2026",
          "tencent:tc-ar2025"
        ],
        "roleEvidence": "AIM+ and ad recommendation operate commercially; Weixin MAU is not Yuanbao use.",
        "packetPath": "applications/packets/tencent.json",
        "packetSha256": "55b352ef4b5006a077f58f5794eabf1cbe8fa19e1252eaf7303597b93d5be82a"
      },
      {
        "entityId": "baidu",
        "name": "Baidu",
        "economicParent": "baidu",
        "eligible": true,
        "functions": [
          "assistant-search",
          "owned-distribution-advertising"
        ],
        "sourceIds": [
          "baidu:bd-q2-2026",
          "baidu:bd-agents"
        ],
        "roleEvidence": "Search, AI application and AI-native marketing activity; categories are not wholly additive AI-only consumer revenue.",
        "packetPath": "applications/packets/baidu.json",
        "packetSha256": "fc62d9c5e5a71294c4b5785a65192049e0f3950fa1682e4f54350d05edffca6d"
      },
      {
        "entityId": "openai",
        "name": "OpenAI",
        "economicParent": "openai",
        "eligible": true,
        "functions": [
          "assistant-search",
          "creative-production"
        ],
        "sourceIds": [
          "openai:o-gpt",
          "openai:o-devday"
        ],
        "roleEvidence": "ChatGPT is commercially available with a dated active-user threshold; enterprise/API revenue is not assigned to consumers.",
        "packetPath": "models/packets/openai.json",
        "packetSha256": "625405289e6a9288975aa523c35118ee3266cbdfb5de8db7712893fa265d710a"
      },
      {
        "entityId": "anthropic",
        "name": "Anthropic",
        "economicParent": "anthropic",
        "eligible": true,
        "functions": [
          "assistant-search"
        ],
        "sourceIds": [
          "anthropic:a-labs"
        ],
        "roleEvidence": "Claude is a delivered application; enterprise/API-heavy financial totals cannot rank consumer use.",
        "packetPath": "models/packets/anthropic.json",
        "packetSha256": "8211860242627248a639be9608a525c05e603a51d7584c84f30ddf0c83a5f404"
      },
      {
        "entityId": "alibaba",
        "name": "Alibaba",
        "economicParent": "alibaba",
        "eligible": true,
        "functions": [
          "assistant-search",
          "commerce-assistance"
        ],
        "sourceIds": [
          "alibaba:b-june-issuer",
          "alibaba:b-ecom"
        ],
        "roleEvidence": "Qwen applications and commerce links qualify; combined model/application segment is not a pure consumer metric.",
        "packetPath": "models/packets/alibaba.json",
        "packetSha256": "e30066ded34b2dd5ac05a7c11431a78fabc86a8d43eb047a52854ed1d99469c7"
      },
      {
        "entityId": "microsoft",
        "name": "Microsoft",
        "economicParent": "microsoft",
        "eligible": true,
        "functions": [
          "assistant-search",
          "owned-distribution-advertising",
          "creative-production"
        ],
        "sourceIds": [
          "microsoft:msft-fy26q4-pr",
          "microsoft:msft-10k-fy2026"
        ],
        "roleEvidence": "Consumer Copilot and Bing qualify; M365 paid seats and Azure are excluded from Consumer.",
        "packetPath": "applications/packets/microsoft.json",
        "packetSha256": "f6b2aabd79f55e83997e11af68fb31cbaa056497b5df6119413aa7574f4c2b5f"
      },
      {
        "entityId": "amazon",
        "name": "Amazon",
        "economicParent": "amazon",
        "eligible": true,
        "functions": [
          "assistant-search",
          "owned-distribution-advertising",
          "commerce-assistance"
        ],
        "sourceIds": [
          "amazon:amz-q2-issuer",
          "amazon:amz-q2-filing"
        ],
        "roleEvidence": "Delivered Alexa for Shopping, new Alexa experiences and Ads Agent; AWS and retail merchandise sales excluded.",
        "packetPath": "infrastructure/packets/amazon.json",
        "packetSha256": "98643d76fac762db18f5a357f0356237b7907d81b6c64240fddf47c293d7b6b0"
      },
      {
        "entityId": "spacex",
        "name": "SpaceX",
        "economicParent": "spacex",
        "eligible": true,
        "functions": [
          "assistant-search",
          "owned-distribution-advertising"
        ],
        "sourceIds": [
          "spacex:s-grok47",
          "spacex:s-bundle",
          "spacex:s-q3-issuer",
          "spacex:s-anthropic"
        ],
        "roleEvidence": "Grok and X provide consumer assistance and distribution; parent launch/space/connectivity and AI-compute revenue are not consumer activity.",
        "packetPath": "models/packets/spacex.json",
        "packetSha256": "f0b17a537ece1678164768af8238c96c76c6dae0b7ac29a80e1fac390dd18601"
      },
      {
        "entityId": "applovin",
        "name": "AppLovin",
        "economicParent": "applovin",
        "eligible": true,
        "functions": [
          "independent-advertising"
        ],
        "sourceIds": [
          "applovin:q226",
          "applovin:sec-10k-fy2025",
          "applovin:open"
        ],
        "roleEvidence": "AXON advertising is current commercial activity. Divested Apps are excluded; reach is not advertiser or unique-user count.",
        "packetPath": "apps-consumer/packets/applovin.json",
        "packetSha256": "2b2fabed6d08f7b54550b1eca4c96336471db2dd16c16d447861a69e5ec5ae92"
      },
      {
        "entityId": "canva",
        "name": "Canva",
        "economicParent": "canva",
        "eligible": true,
        "functions": [
          "creative-production"
        ],
        "sourceIds": [
          "canva:wrap25",
          "canva:rvi",
          "canva:claude-design"
        ],
        "roleEvidence": "Commercial design platform and current AI workflows; broad platform revenue/users are not AI-only.",
        "packetPath": "apps-consumer/packets/canva.json",
        "packetSha256": "5962b4de589b2d26b973def8e42d64c91274f4c11e471325e872efbadc788fab"
      },
      {
        "entityId": "adobe",
        "name": "Adobe",
        "economicParent": "adobe",
        "eligible": true,
        "functions": [
          "creative-production"
        ],
        "sourceIds": [
          "adobe:adobe-q3-pr",
          "adobe:adobe-q3-script"
        ],
        "roleEvidence": "Commercial Firefly, creative and document tools; marketing/enterprise activity retained as a boundary, not consumer-only revenue.",
        "packetPath": "applications/packets/adobe.json",
        "packetSha256": "4457a173ad71977ce92d25f380931dfebd39350f7569350f2eceb9995679a9b2"
      },
      {
        "entityId": "meitu",
        "name": "Meitu",
        "economicParent": "meitu",
        "eligible": true,
        "functions": [
          "creative-production",
          "owned-distribution-advertising"
        ],
        "sourceIds": [
          "meitu:mt-ar-2025",
          "meitu:mt-ir-2026",
          "meitu:festival"
        ],
        "roleEvidence": "Commercial visual editing and generative tools; paid subscribers and visual revenue reported.",
        "packetPath": "apps-consumer/packets/meitu.json",
        "packetSha256": "82290a7f57f8e33a5f1755f0b0cb010f03aff01696d7c3c55431f6a10fadd1bb"
      },
      {
        "entityId": "duolingo",
        "name": "Duolingo",
        "economicParent": "duolingo",
        "eligible": true,
        "functions": [
          "adaptive-learning"
        ],
        "sourceIds": [
          "duolingo:annual",
          "duolingo:q226",
          "duolingo:max"
        ],
        "roleEvidence": "Adaptive learning and Video Call offered commercially; Max-specific users/revenue unavailable.",
        "packetPath": "apps-consumer/packets/duolingo.json",
        "packetSha256": "c820cde4918dd8cac2b7acfa3fa80312ef549dbe1f207ecf975970b565e88b73"
      },
      {
        "entityId": "superhuman",
        "name": "Superhuman",
        "economicParent": "superhuman",
        "eligible": true,
        "functions": [
          "creative-production"
        ],
        "sourceIds": [
          "superhuman:sh-blog-inference",
          "superhuman:sh-about",
          "superhuman:go-one",
          "superhuman:sh-home"
        ],
        "roleEvidence": "Commercial writing and productivity suite; latest consolidated user population and historical revenue have different periods.",
        "packetPath": "apps-consumer/packets/superhuman.json",
        "packetSha256": "ca38b2ab86087d0488607f2de069b22828c2c03804d21d28bb2ca5e8bd48d38c"
      },
      {
        "entityId": "perplexity",
        "name": "Perplexity",
        "economicParent": "perplexity",
        "eligible": true,
        "functions": [
          "assistant-search",
          "commerce-assistance"
        ],
        "sourceIds": [
          "perplexity:hub",
          "perplexity:pplx-pricing",
          "perplexity:coreweave-primary"
        ],
        "roleEvidence": "Current answer/search/browser products and actual infrastructure deployment; questions are not users.",
        "packetPath": "apps-consumer/packets/perplexity.json",
        "packetSha256": "a8cf727caacc05193ab740aee2b4657172822150cbdc1260a9341fcb33fbd218"
      },
      {
        "entityId": "gamma",
        "name": "Gamma",
        "economicParent": "gamma",
        "eligible": true,
        "functions": [
          "creative-production"
        ],
        "sourceIds": [
          "gamma:gamma-five",
          "gamma:claude-market",
          "gamma:zapier-gamma"
        ],
        "roleEvidence": "Current presentation and design application; cumulative users are not active users.",
        "packetPath": "apps-consumer/packets/gamma.json",
        "packetSha256": "c6f7a5ddd3def878a1449b8406f67f61a71dcec691b289b8d0e84caead82c38b"
      },
      {
        "entityId": "suno",
        "name": "Suno",
        "economicParent": "suno",
        "eligible": true,
        "functions": [
          "creative-production"
        ],
        "sourceIds": [
          "suno:suno-about",
          "suno:suno-studio2",
          "suno:tc-suno-300m"
        ],
        "roleEvidence": "Commercial music creation and paid subscriptions; reported ARR is not recognized revenue.",
        "packetPath": "models/packets/suno.json",
        "packetSha256": "752bc81af58fe2fc05f9359467d21fd3ea19b5c31df0cd7c0956e8d4a67d719b"
      },
      {
        "entityId": "midjourney",
        "name": "Midjourney",
        "economicParent": "midjourney",
        "eligible": true,
        "functions": [
          "creative-production"
        ],
        "sourceIds": [
          "midjourney:mj-v82",
          "midjourney:mj-thinking",
          "midjourney:mj-v1",
          "midjourney:mj-plans"
        ],
        "roleEvidence": "Current commercial visual-creation application; current comparable revenue and active users undisclosed.",
        "packetPath": "models/packets/midjourney.json",
        "packetSha256": "af0965d00a09f1ec7c9aeab5d59d5a48621a88a01aefb58fd5fe866d1f75b6f0"
      },
      {
        "entityId": "runway",
        "name": "Runway",
        "economicParent": "runway",
        "eligible": true,
        "functions": [
          "creative-production"
        ],
        "sourceIds": [
          "runway:rw-home",
          "runway:rw-enterprise"
        ],
        "roleEvidence": "Commercial creative platform; reported ARR and undefined creator population not additive.",
        "packetPath": "models/packets/runway.json",
        "packetSha256": "79b294a884030304618023b228e72a7e5b7bd5d8b746a48f97e00607e090ac75"
      },
      {
        "entityId": "kling-ai",
        "name": "Kling AI",
        "economicParent": "kuaishou",
        "eligible": true,
        "functions": [
          "creative-production"
        ],
        "sourceIds": [
          "kling-ai:ks-q2-26",
          "kling-ai:k4-launch"
        ],
        "roleEvidence": "Commercial video generation with actual product revenue; one Kuaishou group seat, no separate parent seat.",
        "packetPath": "models/packets/kling-ai.json",
        "packetSha256": "6701866354371ddf7fba4f1603655cf7985a88cc6ba877abc563a02adedcdf96"
      },
      {
        "entityId": "elevenlabs",
        "name": "ElevenLabs",
        "economicParent": "elevenlabs",
        "eligible": true,
        "functions": [
          "creative-production"
        ],
        "sourceIds": [
          "elevenlabs:el-v4",
          "elevenlabs:el-press",
          "elevenlabs:el-cro",
          "elevenlabs:el-cfo"
        ],
        "roleEvidence": "Commercial audio creation and consumer tools; enterprise voice/API revenue is not allocated to consumers.",
        "packetPath": "models/packets/elevenlabs.json",
        "packetSha256": "0024441475aa9c49939666faee4c91aefe01c77f493176a3cf914e931605fe36"
      },
      {
        "entityId": "character-ai",
        "name": "Character Ai",
        "economicParent": "character-ai",
        "eligible": true,
        "functions": [
          "assistant-search",
          "creative-production"
        ],
        "sourceIds": [
          "character:continuity"
        ],
        "roleEvidence": "October 12 primary announcement confirms Chapter 11 sale process; platform continuity is conditional, not yet proven shut down.",
        "reviewDepth": "Candidate screening; complete dossier required before entry"
      },
      {
        "entityId": "minimax",
        "name": "MiniMax",
        "economicParent": "minimax",
        "eligible": true,
        "functions": [
          "assistant-search",
          "creative-production"
        ],
        "sourceIds": [
          "minimax:mm-h1-news"
        ],
        "roleEvidence": "Consumer creation and companion activity alongside API business; total revenue overstates pure consumer activity.",
        "packetPath": "models/packets/minimax.json",
        "packetSha256": "0b6ca20a16db3773cdd7991790820f5982825dd9df4f2ff04ecfe8e68e311f6d"
      },
      {
        "entityId": "moonshot",
        "name": "Moonshot AI",
        "economicParent": "moonshot",
        "eligible": true,
        "functions": [
          "assistant-search"
        ],
        "sourceIds": [
          "moonshot:m-kimi-k3"
        ],
        "roleEvidence": "Current Kimi application; reported parent/API run rate not used as consumer revenue.",
        "packetPath": "models/packets/moonshot.json",
        "packetSha256": "101456667c137ac848301597c36d1fc70b4e211469cde9dd39976c5e89ee5225"
      },
      {
        "entityId": "deepseek",
        "name": "DeepSeek",
        "economicParent": "deepseek",
        "eligible": true,
        "functions": [
          "assistant-search"
        ],
        "sourceIds": [
          "deepseek:s-ds-pricing"
        ],
        "roleEvidence": "Current assistant and API products; gateway token share is not consumer market share.",
        "packetPath": "models/packets/deepseek.json",
        "packetSha256": "26c16554b23e3f4fbd6e302a7acddcc422bef57950751a83b742d281fbb90308"
      },
      {
        "entityId": "pinterest",
        "name": "Pinterest",
        "economicParent": "pinterest",
        "eligible": true,
        "functions": [
          "owned-distribution-advertising",
          "commerce-assistance"
        ],
        "sourceIds": [
          "pinterest:q126"
        ],
        "roleEvidence": "Primary Q1 deck establishes generative retrieval and Performance+ campaigns. Q2 results were not retrieved; no Q2 forecast is substituted for actuals.",
        "reviewDepth": "Candidate screening; complete dossier required before entry"
      },
      {
        "entityId": "reddit",
        "name": "Reddit",
        "economicParent": "reddit",
        "eligible": true,
        "functions": [
          "owned-distribution-advertising"
        ],
        "sourceIds": [
          "reddit:q226"
        ],
        "roleEvidence": "Current commercial advertising and distribution established; no comparable AI-specific user count. Broader assistant eligibility requires deeper product review.",
        "reviewDepth": "Candidate screening; complete dossier required before entry"
      },
      {
        "entityId": "snap",
        "name": "Snap",
        "economicParent": "snap",
        "eligible": true,
        "functions": [
          "owned-distribution-advertising",
          "assistant-search"
        ],
        "sourceIds": [
          "snap:letter"
        ],
        "roleEvidence": "Commercial consumer application remains a boundary alternative; Perplexity distribution ended in Q1 and adds no current coverage.",
        "reviewDepth": "Candidate screening; complete dossier required before entry"
      },
      {
        "entityId": "spotify",
        "name": "Spotify",
        "economicParent": "spotify",
        "eligible": true,
        "functions": [
          "assistant-search"
        ],
        "sourceIds": [
          "spotify:prompted"
        ],
        "roleEvidence": "Paid Premium Prompted Playlist beta is available in named markets. Total streaming subscriptions would overstate AI-feature use.",
        "reviewDepth": "Candidate screening; complete dossier required before entry"
      },
      {
        "entityId": "the-trade-desk",
        "name": "The Trade Desk",
        "economicParent": "the-trade-desk",
        "eligible": true,
        "functions": [
          "independent-advertising"
        ],
        "sourceIds": [
          "ttd:q226"
        ],
        "roleEvidence": "Current AI-assisted programmatic advertising platform; strong independent-adtech alternative.",
        "reviewDepth": "Candidate screening; complete dossier required before entry"
      },
      {
        "entityId": "apple",
        "name": "Apple",
        "economicParent": "apple",
        "eligible": true,
        "functions": [
          "assistant-search",
          "creative-production"
        ],
        "sourceIds": [
          "apple:current"
        ],
        "roleEvidence": "Current Siri AI rollout and installed-device integration qualify. Compatible devices and hardware sales are not active AI users.",
        "reviewDepth": "Candidate screening; complete dossier required before entry"
      }
    ],
    "exclusions": [
      {
        "entityId": "baidu",
        "eligible": true,
        "reason": "Additional search/advertising ecosystem; covered in the ads-emphasis scenario. No claim that its function is unimportant.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "anthropic",
        "eligible": true,
        "reason": "Claude qualifies, but large total/API/enterprise revenue is not a consumer measure. Included in the wider atlas and remains a consumer cutoff alternative.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "alibaba",
        "eligible": true,
        "reason": "Strong commerce/assistant alternative, but disclosed AI segment mixes models, apps and work products. This is a scope boundary, not a zero score.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "microsoft",
        "eligible": true,
        "reason": "Important device/search distribution alternative. Enterprise paid Copilot seats and Azure do not quantify consumer adoption.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "spacex",
        "eligible": true,
        "reason": "Grok/X qualify; broader SpaceX/SuperIntelligence/compute results cannot be assigned wholly to consumer applications.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "meitu",
        "eligible": true,
        "reason": "Strong visual specialist with actual visual revenue and subscribers. MAU alone would favor it over Canva; broad workflow coverage and dated revenue favor Canva under the default. No exact numerical dominance is claimed.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "superhuman",
        "eligible": true,
        "reason": "Writing/productivity suite overlaps the current creative/knowledge-work coverage; historical revenue and merged user base are not directly comparable.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "perplexity",
        "eligible": true,
        "reason": "Independent answer-engine alternative. Its questions and annualized revenue do not uniquely beat the tenth seat; included in a changed-coverage scenario.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "gamma",
        "eligible": true,
        "reason": "Presentation/design specialist; cumulative signups cannot establish current active scale. Dossier retained.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "suno",
        "eligible": true,
        "reason": "Music specialist; included when audio has a dedicated coverage requirement. ARR and cumulative creators cannot be ranked against annual revenue or MAU.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "midjourney",
        "eligible": true,
        "reason": "Commercial image generation is eligible; current undisclosed financial scale is unknown, not zero.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "runway",
        "eligible": true,
        "reason": "Creative-video alternative; comparable current recognized consumer revenue unavailable.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "kling-ai",
        "eligible": true,
        "reason": "Video specialist with actual product revenue; included when video has its own seat. No double seat for parent Kuaishou.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "elevenlabs",
        "eligible": true,
        "reason": "Commercial audio and dubbing alternative; enterprise/API mix limits consumer comparison.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "character-ai",
        "eligible": true,
        "reason": "Operating continuity is uncertain during the October court-supervised sale process. No automatic bankruptcy exclusion, and no unsupported shutdown claim.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "minimax",
        "eligible": true,
        "reason": "Consumer companions and creation qualify; separate enterprise platform revenue prevents use of total sales as a consumer baseline.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "moonshot",
        "eligible": true,
        "reason": "Kimi is eligible; model/API run rates do not establish consumer use.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "deepseek",
        "eligible": true,
        "reason": "Assistant is eligible; gateway model-token share is not consumer market share.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "pinterest",
        "eligible": true,
        "reason": "Visual search and performance-ad challenger; Q1 primary evidence used, Q2 retrieval gap retained. Its omission is not a claim of no commercial AI activity.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "reddit",
        "eligible": true,
        "reason": "Commercial distribution and ads are established, but product-specific AI scale is unmeasured here. Candidate remains for deeper review.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "snap",
        "eligible": true,
        "reason": "Current consumer platform remains eligible; the terminated Perplexity relationship contributes no current coverage.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "spotify",
        "eligible": true,
        "reason": "Personalized discovery is commercially delivered; total licensed-streaming revenue/users are not a comparable AI application measure.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "the-trade-desk",
        "eligible": true,
        "reason": "Important independent-adtech challenger. Lower disclosed platform revenue than AppLovin in the same quarter; CTV/open-web specialization could justify a separate seat.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      },
      {
        "entityId": "apple",
        "eligible": true,
        "reason": "Major device-distribution alternative. A compatible installed base is not active AI use; explicit on-device coverage would change the default set.",
        "disposition": "Retain dossier/history if present; candidate for refresh, not deleted"
      }
    ],
    "candidateCount": 34
  },
  "rawObservations": [
    {
      "id": "google-ad-q2",
      "entityId": "alphabet",
      "value": 81629,
      "unit": "USD million",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Google advertising, including Search, YouTube and Network; not AI-only; revenue includes TAC paid to partners.",
      "sourceIds": [
        "alphabet:a-q2-issuer"
      ]
    },
    {
      "id": "google-tac-q2",
      "entityId": "alphabet",
      "value": 16179,
      "unit": "USD million",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Total traffic acquisition costs; sensitivity only, not an additional activity score.",
      "sourceIds": [
        "alphabet:a-q2-issuer"
      ]
    },
    {
      "id": "meta-ad-q2",
      "entityId": "meta",
      "value": 59363,
      "unit": "USD million",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Advertising sales; not Muse-specific revenue.",
      "sourceIds": [
        "meta:m-q2-issuer"
      ]
    },
    {
      "id": "amazon-ad-q2",
      "entityId": "amazon",
      "value": 19809,
      "unit": "USD million",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Advertising Services sales only, not online-store/AWS/Prime revenue; retained filing table independently inspected.",
      "sourceIds": [
        "amazon:amz-q2-filing"
      ]
    },
    {
      "id": "tencent-marketing-q2",
      "entityId": "tencent",
      "value": 43565,
      "unit": "CNY million",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Marketing Services; AI materially supports recommendations but sales not AI-only.",
      "sourceIds": [
        "tencent:tc-ir2026"
      ]
    },
    {
      "id": "baidu-online-ad-q2",
      "entityId": "baidu",
      "value": 13100,
      "unit": "CNY million",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "General Business online marketing; excludes other broader group categories; reported rounded amount.",
      "sourceIds": [
        "baidu:bd-q2-2026"
      ]
    },
    {
      "id": "applovin-ad-q2",
      "entityId": "applovin",
      "value": 1923.686,
      "unit": "USD million",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Continuing advertising revenue net of publisher payments, excluding divested Apps; not gross advertiser spend.",
      "sourceIds": [
        "applovin:q226"
      ]
    },
    {
      "id": "ttd-ad-q2",
      "entityId": "the-trade-desk",
      "value": 715.057,
      "unit": "USD million",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Platform revenue, not gross advertiser spend; business/channel mix differs from AppLovin.",
      "sourceIds": [
        "ttd:q226"
      ]
    },
    {
      "id": "reddit-ad-q2",
      "entityId": "reddit",
      "value": 762,
      "unit": "USD million",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Rounded advertising revenue; not data licensing and not AI-only.",
      "sourceIds": [
        "reddit:q226"
      ]
    },
    {
      "id": "pinterest-q1",
      "entityId": "pinterest",
      "value": 1008,
      "unit": "USD million",
      "period": "2026 Q1",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Historical quarterly platform revenue; actual Q2 not substituted from guidance.",
      "sourceIds": [
        "pinterest:q126"
      ]
    },
    {
      "id": "gemini-mau",
      "entityId": "alphabet",
      "value": 950,
      "unit": "million monthly active users",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Gemini app only, free/paid combined; not API tokens or Search users.",
      "sourceIds": [
        "alphabet:a-q2-issuer"
      ]
    },
    {
      "id": "chatgpt-wau",
      "entityId": "openai",
      "value": 1200,
      "unit": "million weekly active users",
      "period": "October 2026",
      "observationType": "measured",
      "relation": "greater_than",
      "lowerBound": 1200,
      "upperBound": null,
      "boundary": "Strict reported threshold; cannot be converted to MAU or revenue.",
      "sourceIds": [
        "openai:o-gpt"
      ]
    },
    {
      "id": "doubao-dau",
      "entityId": "bytedance",
      "value": 200,
      "unit": "million daily active users",
      "period": "June 2026 report",
      "observationType": "reported",
      "relation": "greater_than",
      "lowerBound": 200,
      "upperBound": null,
      "boundary": "Attributed report after Lunar New Year; unaudited methodology; not TikTok media audience.",
      "sourceIds": [
        "bytedance:bd-strategy"
      ]
    },
    {
      "id": "meta-family-dap",
      "entityId": "meta",
      "value": 3600,
      "unit": "million daily active people",
      "period": "June 2026",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Family of apps, not Meta AI/Muse adoption; different denominator from one assistant.",
      "sourceIds": [
        "meta:m-q2-issuer"
      ]
    },
    {
      "id": "weixin-mau",
      "entityId": "tencent",
      "value": 1439,
      "unit": "million monthly active users",
      "period": "June 2026",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Weixin and WeChat combined; not Yuanbao users.",
      "sourceIds": [
        "tencent:tc-ir2026"
      ]
    },
    {
      "id": "alexa-active",
      "entityId": "amazon",
      "value": null,
      "unit": "undisclosed activity definition",
      "period": "Q2 2026",
      "observationType": "company_stated_qualitative",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Company says hundreds of millions using new Alexa experiences; not a defined MAU or paid-user count.",
      "sourceIds": [
        "amazon:amz-q2-issuer"
      ]
    },
    {
      "id": "adobe-creative-sub-q3",
      "entityId": "adobe",
      "value": 4650,
      "unit": "USD million",
      "period": "Quarter ended August 28, 2026",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Creative and Marketing Professionals subscriptions; includes enterprise/marketing and non-AI tools, not consumer-only.",
      "sourceIds": [
        "adobe:adobe-q3-pr"
      ]
    },
    {
      "id": "adobe-ai-arr",
      "entityId": "adobe",
      "value": 650,
      "unit": "USD million ARR",
      "period": "End Q3 FY2026",
      "observationType": "company_stated",
      "relation": "greater_than",
      "lowerBound": 650,
      "upperBound": null,
      "boundary": "Company-defined AI-first product run rate; composition not fully reconciled, not recognized revenue.",
      "sourceIds": [
        "adobe:adobe-q3-script"
      ]
    },
    {
      "id": "canva-revenue",
      "entityId": "canva",
      "value": 3500,
      "unit": "USD million",
      "period": "FY2025",
      "observationType": "company_stated",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Company-reported design platform revenue, free/paid consumer and enterprise mix; not AI-only.",
      "sourceIds": [
        "canva:wrap25"
      ]
    },
    {
      "id": "canva-mau",
      "entityId": "canva",
      "value": 260,
      "unit": "million monthly active users",
      "period": "End 2025",
      "observationType": "company_stated",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Historical platform MAU, not AI-feature use; June 2026 >250m is a rounded threshold, not a decline.",
      "sourceIds": [
        "canva:wrap25"
      ]
    },
    {
      "id": "meitu-visual-ltm",
      "entityId": "meitu",
      "value": 3371.791,
      "unit": "CNY million",
      "period": "LTM to June 30, 2026",
      "observationType": "derived",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Derived photo/video/design revenue; excludes advertising and other activity.",
      "sourceIds": [
        "meitu:mt-ar-2025",
        "meitu:mt-ir-2026"
      ]
    },
    {
      "id": "meitu-mau",
      "entityId": "meitu",
      "value": 282,
      "unit": "million monthly active users",
      "period": "June 2026",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "All platform apps; not AI-only; 249m leisure and 33m productivity.",
      "sourceIds": [
        "meitu:mt-ir-2026"
      ]
    },
    {
      "id": "meitu-paid",
      "entityId": "meitu",
      "value": 18.44,
      "unit": "million paying subscribers",
      "period": "June 2026",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Platform paid population; not AI-only.",
      "sourceIds": [
        "meitu:mt-ir-2026"
      ]
    },
    {
      "id": "duolingo-ltm",
      "entityId": "duolingo",
      "value": 1145.002,
      "unit": "USD million",
      "period": "LTM to June 30, 2026",
      "observationType": "derived",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Derived total app revenue; Max/AI-only allocation unavailable.",
      "sourceIds": [
        "duolingo:annual",
        "duolingo:q226"
      ]
    },
    {
      "id": "duolingo-dau",
      "entityId": "duolingo",
      "value": 58.7,
      "unit": "million daily active users",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Average app DAU; not only AI Video Call.",
      "sourceIds": [
        "duolingo:q226"
      ]
    },
    {
      "id": "duolingo-paid",
      "entityId": "duolingo",
      "value": 12.7,
      "unit": "million paying subscribers",
      "period": "2026 Q2",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "All paid plans, not Max-only.",
      "sourceIds": [
        "duolingo:q226"
      ]
    },
    {
      "id": "perplexity-queries",
      "entityId": "perplexity",
      "value": 1500,
      "unit": "million questions per month",
      "period": "March 2026",
      "observationType": "company_stated",
      "relation": "greater_than",
      "lowerBound": 1500,
      "upperBound": null,
      "boundary": "Company statement in counterparty release; not users or independently deduplicated paid requests.",
      "sourceIds": [
        "perplexity:coreweave-primary"
      ]
    },
    {
      "id": "perplexity-runrate",
      "entityId": "perplexity",
      "value": 750,
      "unit": "USD million annualized revenue",
      "period": "August 2026",
      "observationType": "reported",
      "relation": "greater_than",
      "lowerBound": 750,
      "upperBound": null,
      "boundary": "Reuters relays The Information; calculation window and mix unavailable; not audited annual revenue.",
      "sourceIds": [
        "perplexity:runrate-report"
      ]
    },
    {
      "id": "suno-arr",
      "entityId": "suno",
      "value": 300,
      "unit": "USD million ARR",
      "period": "February 2026",
      "observationType": "reported",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "CEO-reported commercial run rate, not recognized revenue; historical point.",
      "sourceIds": [
        "suno:tc-suno-300m"
      ]
    },
    {
      "id": "suno-paid",
      "entityId": "suno",
      "value": 2,
      "unit": "million paid subscribers",
      "period": "February 2026",
      "observationType": "reported",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Reported subscriber count, not active audience.",
      "sourceIds": [
        "suno:tc-suno-300m"
      ]
    },
    {
      "id": "kling-ltm",
      "entityId": "kling-ai",
      "value": 2140,
      "unit": "CNY million revenue",
      "period": "LTM to June 30, 2026",
      "observationType": "derived",
      "relation": "greater_than",
      "lowerBound": 2140,
      "upperBound": null,
      "boundary": "Sum of issuer quarterly floors; actual strictly higher, upper bound unknown.",
      "sourceIds": [
        "kling-ai:ks-q3-25",
        "kling-ai:ks-fy25",
        "kling-ai:ks-q1-26",
        "kling-ai:ks-q2-26"
      ]
    },
    {
      "id": "runway-arr",
      "entityId": "runway",
      "value": 200,
      "unit": "USD million ARR",
      "period": "September 2026 report",
      "observationType": "reported",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Commercial platform run rate with enterprise exposure; not annual revenue.",
      "sourceIds": [
        "runway:pymnts-runway"
      ]
    },
    {
      "id": "alibaba-app-segment",
      "entityId": "alibaba",
      "value": 3338,
      "unit": "CNY million",
      "period": "Quarter ended June 30, 2026",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Combined AI Labs and Applications, not consumer-only; excluded from cross-app baseline.",
      "sourceIds": [
        "alibaba:b-june-issuer"
      ]
    },
    {
      "id": "applovin-revenue-fy25",
      "entityId": "applovin",
      "value": 5480.717,
      "unit": "USD million",
      "period": "Year ended December 31, 2025",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Continuing advertising operations; divested Apps excluded.",
      "sourceIds": [
        "applovin:sec-10k-fy2025"
      ],
      "locator": "Consolidated statements of operations, annual revenue"
    },
    {
      "id": "applovin-revenue-h126",
      "entityId": "applovin",
      "value": 3766.135,
      "unit": "USD million",
      "period": "Six months ended June 30, 2026",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Same continuing-operations perimeter as FY2025.",
      "sourceIds": [
        "applovin:q226"
      ],
      "locator": "Printed p. 4, six-month 2026 revenue column"
    },
    {
      "id": "applovin-revenue-h125",
      "entityId": "applovin",
      "value": 2417.728,
      "unit": "USD million",
      "period": "Six months ended June 30, 2025",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Comparative continuing operations in the 2026 interim statement.",
      "sourceIds": [
        "applovin:q226"
      ],
      "locator": "Printed p. 4, six-month 2025 revenue comparator"
    },
    {
      "id": "duolingo-revenue-fy25",
      "entityId": "duolingo",
      "value": 1037.589,
      "unit": "USD million",
      "period": "Year ended December 31, 2025",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Consolidated app revenue; AI-only and Max-only amounts unavailable.",
      "sourceIds": [
        "duolingo:annual"
      ],
      "locator": "Audited consolidated statements of operations, annual revenue"
    },
    {
      "id": "duolingo-revenue-h126",
      "entityId": "duolingo",
      "value": 590.421,
      "unit": "USD million",
      "period": "Six months ended June 30, 2026",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Same consolidated revenue perimeter.",
      "sourceIds": [
        "duolingo:q226"
      ],
      "locator": "Printed p. 7, six-month 2026 revenue column"
    },
    {
      "id": "duolingo-revenue-h125",
      "entityId": "duolingo",
      "value": 483.008,
      "unit": "USD million",
      "period": "Six months ended June 30, 2025",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Same perimeter, prior-year comparative column.",
      "sourceIds": [
        "duolingo:q226"
      ],
      "locator": "Printed p. 7, six-month 2025 revenue comparator"
    },
    {
      "id": "meitu-visual-fy25",
      "entityId": "meitu",
      "value": 2954.033,
      "unit": "CNY million",
      "period": "Year ended December 31, 2025",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Photo, video and design products; advertising and other revenue excluded.",
      "sourceIds": [
        "meitu:mt-ar-2025"
      ],
      "locator": "Revenue disaggregation for photo, video and design products"
    },
    {
      "id": "meitu-visual-h126",
      "entityId": "meitu",
      "value": 1769.111,
      "unit": "CNY million",
      "period": "Six months ended June 30, 2026",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Same photo, video and design product perimeter.",
      "sourceIds": [
        "meitu:mt-ir-2026"
      ],
      "locator": "Printed pp. 15–16, revenue by business line, 2026 column"
    },
    {
      "id": "meitu-visual-h125",
      "entityId": "meitu",
      "value": 1351.353,
      "unit": "CNY million",
      "period": "Six months ended June 30, 2025",
      "observationType": "measured",
      "relation": "exact",
      "lowerBound": null,
      "upperBound": null,
      "boundary": "Same product perimeter, prior-year comparative column.",
      "sourceIds": [
        "meitu:mt-ir-2026"
      ],
      "locator": "Printed pp. 15–16, revenue by business line, 2025 comparator"
    },
    {
      "id": "kling-revenue-q325",
      "entityId": "kling-ai",
      "value": 300,
      "unit": "CNY million",
      "period": "Three months ended September 30, 2025",
      "observationType": "company_reported",
      "relation": "greater_than",
      "lowerBound": 300,
      "upperBound": null,
      "boundary": "Kling AI recognized product revenue; threshold remains a lower bound, not an estimate of actual sales.",
      "sourceIds": [
        "kling-ai:ks-q3-25"
      ],
      "locator": "PDF p. 5, business review; models/evidence/web_116.txt lines 352–355"
    },
    {
      "id": "kling-revenue-q425",
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      "title": "Counsel confirms Grammarly funding",
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      "title": "How we built a $100m business differently",
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      "publishedDate": "2025-11-10",
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      "packetSourceId": "growth",
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      "url": "https://a16z.com/announcement/investing-in-gamma/",
      "title": "Investing in Gamma",
      "publisher": "Andreessen Horowitz",
      "publishedDate": "2025-11-10",
      "accessedDate": "2026-10-21",
      "type": "other",
      "packetSourceId": "a16z",
      "entityId": "gamma",
      "evidencePath": "apps-consumer/reviews/gamma.json"
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      "url": "https://techcrunch.com/2026/09/24/twenty-minutes-with-the-ceo-of-elevenlabs-now-reportedly-valued-at-22-billion/",
      "title": "Twenty minutes with the CEO of ElevenLabs, now reportedly valued at $22 billion",
      "publisher": "TechCrunch",
      "publishedDate": "2026-09-24",
      "accessedDate": "2026-10-20",
      "type": "media",
      "packetSourceId": "tc-el-ceo",
      "entityId": "elevenlabs",
      "evidencePath": "models/reviews/elevenlabs.json"
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      "id": "elevenlabs:el-may-close",
      "url": "https://elevenlabs.io/blog/500m-arr-and-new-investors",
      "title": "ElevenLabs crosses $500M ARR and welcomes new investors",
      "publisher": "ElevenLabs",
      "publishedDate": "2026-05-05",
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      "url": "https://elevenlabs.io/blog/tender-22bn",
      "title": "ElevenLabs valuation increases to $22 billion fueled by enterprise demand for conversational agents",
      "publisher": "ElevenLabs",
      "publishedDate": "2026-09-30",
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      "url": "https://elevenlabs.io/blog/series-d",
      "title": "ElevenLabs raises $500M Series D at $11B valuation",
      "publisher": "ElevenLabs",
      "publishedDate": "2026-02-04",
      "accessedDate": "2026-10-20",
      "type": "press_release",
      "packetSourceId": "el-series-d",
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      "evidencePath": "models/reviews/elevenlabs.json"
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      "url": "https://file.cdn.minimax.io/public/ba6ecddc-7a0f-434a-b340-96576f676b3c.pdf",
      "title": "Annual results for the year ended December 31, 2025",
      "publisher": "MiniMax",
      "publishedDate": "2026-03-02",
      "accessedDate": "2026-10-20",
      "type": "filing",
      "packetSourceId": "mm-fy25-results",
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      "evidencePath": "models/reviews/minimax.json"
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      "id": "moonshot:m-tc-0911",
      "url": "https://techcrunch.com/2026/09/11/kimi-maker-moonshot-ai-targets-2-billion-in-annual-revenue/",
      "title": "Kimi-maker Moonshot AI targets $2B in annual revenue",
      "publisher": "TechCrunch",
      "publishedDate": "2026-09-11",
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      "type": "media",
      "packetSourceId": "m-tc-0911",
      "entityId": "moonshot",
      "evidencePath": "models/reviews/moonshot.json"
    },
    {
      "id": "moonshot:vercel-sep26",
      "url": "https://vercel.com/blog/ai-gateway-production-index-october-2026",
      "title": "AI Gateway Production Index — October 2026",
      "publisher": "Vercel",
      "publishedDate": "2026-10-15",
      "accessedDate": "2026-10-21",
      "type": "company",
      "packetSourceId": "vercel-sep26",
      "entityId": "moonshot",
      "evidencePath": "models/reviews/moonshot.json"
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      "id": "deepseek:vercel-sep26",
      "url": "https://vercel.com/blog/ai-gateway-production-index-october-2026",
      "title": "AI Gateway Production Index — October 2026",
      "publisher": "Vercel",
      "publishedDate": "2026-10-15",
      "accessedDate": "2026-10-21",
      "type": "company",
      "packetSourceId": "vercel-sep26",
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      "evidencePath": "models/reviews/deepseek.json"
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      "url": "https://github.com/deepseek-ai/DeepInfer/blob/main/doc/inference_deployment_qa.md",
      "title": "DeepSeek V4.1 Flash inference deployment Q&A",
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      "url": "https://static.cninfo.com.cn/finalpage/2026-07-16/1225427973.PDF",
      "title": "Anhui Korrun Co., Ltd. Announcement No. 2026-051: Progress of a wholly owned subsidiary's joint investment with a professional investment institution",
      "publisher": "Anhui Korrun Co., Ltd. (Shenzhen Stock Exchange disclosure via CNINFO)",
      "publishedDate": "2026-07-16",
      "accessedDate": "2026-10-20",
      "type": "filing",
      "packetSourceId": "s-korrun-0716",
      "entityId": "deepseek",
      "evidencePath": "models/reviews/deepseek.json"
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  ],
  "selectionParameters": {
    "maxCompanies": 10,
    "globalScore": null,
    "weights": null,
    "normalization": "Only unit scaling within a comparable measure. No currency conversion, DAU-to-MAU conversion, ARR-to-revenue conversion, valuation input or imputation of unknowns.",
    "activityFormula": "q_i,LTM = q_i,FY + q_i,currentYTD - q_i,priorYTD for the same accounting/product perimeter. A_i,j is measured only within a defined role j; no global weighted sum is calculated here.",
    "coverageFormula": "x_i in {0,1}; sum_i x_i <= 10; sum_i d_i,j*x_i >= 1 for each declared role j, where d_i,j is documented delivered participation. Related units share an economic-group constraint. Feasibility does not establish a unique best set.",
    "editorialAllocation": {
      "assistant-search": 2,
      "owned-distribution-advertising": 3,
      "independent-advertising": 1,
      "creative-production": 2,
      "commerce-assistance": 1,
      "adaptive-learning": 1
    },
    "allocationExplanation": "These ten primary-role seats are a declared coverage choice, not empirically estimated weights. Companies may serve several functions but occupy one seat. Two assistant representatives preserve search-led and assistant-led distribution; three other platforms preserve materially different social/content ecosystems; two creative seats distinguish broad design from professional workflows. The other seats keep independent advertising, shopping and learning visible. Alternative allocations are reported below.",
    "missingData": "Unknown stays null. Private firms remain eligible using product/deployment and dated activity evidence. Missing current comparable financials prevent a numerical rank; they do not generate a zero or a disclosure penalty.",
    "ties": "No strict cross-function ordinal rank is asserted. Display order is editorial. Different defensible ten-member sets remain in the sensitivity record; the final seats cannot be uniquely identified from public data."
  },
  "comparisons": {
    "revenueBaseline": "Within same-period USD advertising observations: Google 81,629; Meta 59,363; Amazon 19,809; Reddit 762. These are disclosed ad-category sales, not a comprehensive market denominator. AppLovin and Trade Desk platform revenue is compared separately because media pass-through and take rates differ. Tencent and Baidu remain in CNY.",
    "usageBaseline": "Reported Gemini MAU, ChatGPT WAU, Doubao DAU, media-family audiences and question counts are kept in separate columns. A largest-user sort would be invalid. Meitu 282m platform MAU exceeds Canva historical 260m, illustrating why neither user scale alone nor one creative subtype defines the entire sublayer.",
    "compositeRejected": "A composite of revenue, users, funding, model quality and editorial importance would double-count scale, reward disclosure and require unsupported conversions. No precision is manufactured by assigning weights.",
    "recommended": "A documented representative set constrained by delivered functions, informed by relevant activity and explicit within-role comparisons. It is auditable editorial selection with mathematics for measurable quantities and constraints, not a scientifically unique total ordering."
  },
  "calculations": [
    {
      "name": "AppLovin versus Trade Desk quarterly platform revenue",
      "formula": "1923.686 / 715.057",
      "result": 2.6902554621519683,
      "unit": "ratio",
      "inputObservationIds": [
        "applovin-ad-q2",
        "ttd-ad-q2"
      ],
      "qualification": "Same currency/quarter and platform revenue rather than gross media spend. Different channel/take-rate economics prevent interpreting this as market share."
    },
    {
      "name": "Tencent versus Baidu disclosed ad-category revenue",
      "formula": "43565 / 13100",
      "result": 3.3255725190839693,
      "unit": "ratio",
      "inputObservationIds": [
        "tencent-marketing-q2",
        "baidu-online-ad-q2"
      ],
      "qualification": "Same currency/quarter, but category boundaries differ. It is a size comparison of disclosed categories, not AI market share."
    },
    {
      "name": "Illustrative Google advertising less disclosed TAC",
      "formula": "81629 - 16179",
      "result": 65450,
      "unit": "USD million",
      "inputObservationIds": [
        "google-ad-q2",
        "google-tac-q2"
      ],
      "qualification": "Sensitivity to pass-through costs only; this is not an issuer revenue measure or fully comparable net take across all platforms."
    },
    {
      "name": "AppLovin continuing LTM revenue",
      "formula": "5480.717 + 3766.135 - 2417.728",
      "result": 6829.124,
      "unit": "USD million",
      "inputObservationIds": [
        "applovin-revenue-fy25",
        "applovin-revenue-h126",
        "applovin-revenue-h125"
      ],
      "qualification": "Same continuing-operations perimeter. No annualization of one high-growth quarter."
    },
    {
      "name": "Duolingo LTM revenue",
      "formula": "1037.589 + 590.421 - 483.008",
      "result": 1145.002,
      "unit": "USD million",
      "inputObservationIds": [
        "duolingo-revenue-fy25",
        "duolingo-revenue-h126",
        "duolingo-revenue-h125"
      ],
      "qualification": "Annual plus current half less previous half, from annual and Q2 filing. All product revenue, not AI-only."
    },
    {
      "name": "Meitu visual LTM revenue",
      "formula": "2954.033 + 1769.111 - 1351.353",
      "result": 3371.791,
      "unit": "CNY million",
      "inputObservationIds": [
        "meitu-visual-fy25",
        "meitu-visual-h126",
        "meitu-visual-h125"
      ],
      "qualification": "Consistent photo/video/design boundary; unrelated revenue excluded."
    },
    {
      "name": "Kling LTM revenue floor",
      "formula": "300 + 340 + 650 + 850",
      "result": 2140,
      "unit": "CNY million",
      "inputObservationIds": [
        "kling-revenue-q325",
        "kling-revenue-q425",
        "kling-revenue-q126",
        "kling-revenue-q226"
      ],
      "qualification": "Three quarters are strict issuer lower thresholds; Q4 is the reported 340m amount. The disclosed-value sum exceeds this floor; the upper bound is unknown. Rounding precision is retained and this is not an exact point estimate."
    },
    {
      "name": "Independent-advertising adverse stress",
      "formula": "1923.686 * 0.5 - 715.057 * 1.2",
      "result": 103.77459999999996,
      "unit": "USD million",
      "inputObservationIds": [
        "applovin-ad-q2",
        "ttd-ad-q2"
      ],
      "qualification": "Editorial stress factors, not confidence intervals. AppLovin retains the larger observed revenue under this severe comparison; functional differences remain."
    }
  ],
  "selectedIds": [
    "alphabet",
    "meta",
    "bytedance",
    "openai",
    "tencent",
    "amazon",
    "applovin",
    "adobe",
    "canva",
    "duolingo"
  ],
  "selected": [
    {
      "entityId": "alphabet",
      "displayOrder": 1,
      "rank": null,
      "score": null,
      "reason": "Large current advertising activity and a separately measured 950m-MAU assistant. Search, discovery and model-mediated interaction are evidenced independently.",
      "sourceIds": [
        "alphabet:a-q2-issuer",
        "alphabet:a-q2remarks"
      ]
    },
    {
      "entityId": "meta",
      "displayOrder": 2,
      "rank": null,
      "score": null,
      "reason": "Material current AI-driven advertising and social distribution; $59.363bn quarterly advertising revenue. Family reach is retained only as media distribution.",
      "sourceIds": [
        "meta:m-q2-issuer",
        "meta:m-muse-agent"
      ]
    },
    {
      "entityId": "bytedance",
      "displayOrder": 3,
      "rank": null,
      "score": null,
      "reason": "Current AI advertising, creative products and substantial reported assistant activity. Private disclosure gaps do not remove a major delivered platform.",
      "sourceIds": [
        "bytedance:bd-world",
        "bytedance:bd-seedance",
        "bytedance:bd-strategy",
        "bytedance:bd-jv"
      ]
    },
    {
      "entityId": "openai",
      "displayOrder": 4,
      "rank": null,
      "score": null,
      "reason": "ChatGPT has a dated >1.2bn weekly-user threshold and commercial access. Parent/API revenue is excluded from the consumer rationale.",
      "sourceIds": [
        "openai:o-gpt",
        "openai:o-devday"
      ]
    },
    {
      "entityId": "tencent",
      "displayOrder": 5,
      "rank": null,
      "score": null,
      "reason": "Current AIM+ commercial advertising and a distinct Weixin ecosystem. Marketing Services is the financial anchor; Yuanbao use is not inferred from Weixin users.",
      "sourceIds": [
        "tencent:tc-ir2026",
        "tencent:tc-ar2025"
      ]
    },
    {
      "entityId": "amazon",
      "displayOrder": 6,
      "rank": null,
      "score": null,
      "reason": "Current shopping assistance, voice access and advertising tools are deployed. Advertising revenue and actual product availability support the role without AWS or merchandise sales.",
      "sourceIds": [
        "amazon:amz-q2-issuer",
        "amazon:amz-q2-filing"
      ]
    },
    {
      "entityId": "applovin",
      "displayOrder": 7,
      "rank": null,
      "score": null,
      "reason": "Represents independent performance advertising. Continuing platform revenue exceeds the screened Trade Desk comparison; gross ad spend and divested Apps are not counted.",
      "sourceIds": [
        "applovin:q226",
        "applovin:sec-10k-fy2025",
        "applovin:open"
      ]
    },
    {
      "entityId": "adobe",
      "displayOrder": 8,
      "rank": null,
      "score": null,
      "reason": "Represents professional creative and document workflows, with a disclosed AI-first run rate and delivered products. Broad subscription sales are contextual, not AI-only.",
      "sourceIds": [
        "adobe:adobe-q3-pr",
        "adobe:adobe-q3-script"
      ]
    },
    {
      "entityId": "canva",
      "displayOrder": 9,
      "rank": null,
      "score": null,
      "reason": "Represents mass-market visual creation with disclosed platform revenue and active users. Selected on broad workflow distribution; Meitu and specialist creators remain serious alternatives.",
      "sourceIds": [
        "canva:wrap25",
        "canva:rvi",
        "canva:claude-design"
      ]
    },
    {
      "entityId": "duolingo",
      "displayOrder": 10,
      "rank": null,
      "score": null,
      "reason": "Represents adaptive learning and conversational practice with paid subscriptions and daily use. The learning seat is an explicit coverage decision, not a claim of tenth-largest revenue.",
      "sourceIds": [
        "duolingo:annual",
        "duolingo:q226",
        "duolingo:max"
      ]
    }
  ],
  "sensitivityTests": [
    {
      "id": "broad-current-activity",
      "description": "Declared default: commercial ML advertising and generative applications; six functional roles.",
      "selectedIds": [
        "alphabet",
        "meta",
        "bytedance",
        "openai",
        "tencent",
        "amazon",
        "applovin",
        "adobe",
        "canva",
        "duolingo"
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      "functionalCounts": {
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        "owned-distribution-advertising": 5,
        "independent-advertising": 1,
        "creative-production": 5,
        "commerce-assistance": 1,
        "adaptive-learning": 1
      },
      "uncoveredFunctions": [],
      "overlapWithDefault": 10,
      "jaccardWithDefault": 1.0
    },
    {
      "id": "independent-answer-engine",
      "description": "Prioritize an independent source-grounded answer engine over a further owned distribution platform.",
      "selectedIds": [
        "alphabet",
        "meta",
        "bytedance",
        "openai",
        "amazon",
        "applovin",
        "adobe",
        "canva",
        "duolingo",
        "perplexity"
      ],
      "functionalCounts": {
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        "owned-distribution-advertising": 4,
        "independent-advertising": 1,
        "creative-production": 5,
        "commerce-assistance": 2,
        "adaptive-learning": 1
      },
      "uncoveredFunctions": [],
      "overlapWithDefault": 9,
      "jaccardWithDefault": 0.8181818181818182
    },
    {
      "id": "audio-video-coverage",
      "description": "Give dedicated music and video creation one seat each; broad visual workflow and learning lose seats.",
      "selectedIds": [
        "alphabet",
        "meta",
        "bytedance",
        "openai",
        "tencent",
        "amazon",
        "applovin",
        "adobe",
        "suno",
        "kling-ai"
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      "functionalCounts": {
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        "owned-distribution-advertising": 5,
        "independent-advertising": 1,
        "creative-production": 6,
        "commerce-assistance": 1,
        "adaptive-learning": 0
      },
      "uncoveredFunctions": [
        "adaptive-learning"
      ],
      "overlapWithDefault": 8,
      "jaccardWithDefault": 0.6666666666666666
    },
    {
      "id": "device-assistant-coverage",
      "description": "Add on-device assistant distribution; remove the learning coverage requirement.",
      "selectedIds": [
        "alphabet",
        "meta",
        "bytedance",
        "openai",
        "tencent",
        "amazon",
        "applovin",
        "adobe",
        "canva",
        "apple"
      ],
      "functionalCounts": {
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        "owned-distribution-advertising": 5,
        "independent-advertising": 1,
        "creative-production": 6,
        "commerce-assistance": 1,
        "adaptive-learning": 0
      },
      "uncoveredFunctions": [
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      "overlapWithDefault": 9,
      "jaccardWithDefault": 0.8181818181818182
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    {
      "id": "ads-and-search-emphasis",
      "description": "Allocate two additional seats to established search/advertising ecosystems instead of mass-market creation and learning.",
      "selectedIds": [
        "alphabet",
        "meta",
        "bytedance",
        "openai",
        "tencent",
        "amazon",
        "applovin",
        "adobe",
        "microsoft",
        "baidu"
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      "functionalCounts": {
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        "owned-distribution-advertising": 7,
        "independent-advertising": 1,
        "creative-production": 5,
        "commerce-assistance": 1,
        "adaptive-learning": 0
      },
      "uncoveredFunctions": [
        "adaptive-learning"
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      "overlapWithDefault": 8,
      "jaccardWithDefault": 0.6666666666666666
    },
    {
      "id": "visual-specialist-emphasis",
      "description": "Add Meitu visual editing and paid creation in place of a further broad distribution platform.",
      "selectedIds": [
        "alphabet",
        "meta",
        "bytedance",
        "openai",
        "amazon",
        "applovin",
        "adobe",
        "canva",
        "duolingo",
        "meitu"
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      "functionalCounts": {
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        "owned-distribution-advertising": 5,
        "independent-advertising": 1,
        "creative-production": 6,
        "commerce-assistance": 1,
        "adaptive-learning": 1
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      "uncoveredFunctions": [],
      "overlapWithDefault": 9,
      "jaccardWithDefault": 0.8181818181818182
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    {
      "id": "no-secondary-numeric-inputs",
      "description": "Remove Doubao reported count and all reported private ARR/run-rate figures from numeric comparison. ByteDance remains on primary delivered-platform evidence; no missing value becomes zero.",
      "selectedIds": [
        "alphabet",
        "meta",
        "bytedance",
        "openai",
        "tencent",
        "amazon",
        "applovin",
        "adobe",
        "canva",
        "duolingo"
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      "functionalCounts": {
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        "owned-distribution-advertising": 5,
        "independent-advertising": 1,
        "creative-production": 5,
        "commerce-assistance": 1,
        "adaptive-learning": 1
      },
      "uncoveredFunctions": [],
      "overlapWithDefault": 10,
      "jaccardWithDefault": 1.0
    },
    {
      "id": "unknown-not-zero",
      "description": "Do not impute unavailable consumer revenue or convert compatible devices/cumulative users into active use. Preserve unknown candidates and the declared role allocation; no numerical exclusion is inferred.",
      "selectedIds": [
        "alphabet",
        "meta",
        "bytedance",
        "openai",
        "tencent",
        "amazon",
        "applovin",
        "adobe",
        "canva",
        "duolingo"
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      "functionalCounts": {
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        "owned-distribution-advertising": 5,
        "independent-advertising": 1,
        "creative-production": 5,
        "commerce-assistance": 1,
        "adaptive-learning": 1
      },
      "uncoveredFunctions": [],
      "overlapWithDefault": 10,
      "jaccardWithDefault": 1.0
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  "stability": {
    "scenarioCount": 8,
    "membershipCounts": {
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      "meta": 8,
      "bytedance": 8,
      "tencent": 6,
      "baidu": 1,
      "openai": 8,
      "anthropic": 0,
      "alibaba": 0,
      "microsoft": 1,
      "amazon": 8,
      "spacex": 0,
      "applovin": 8,
      "canva": 6,
      "adobe": 8,
      "meitu": 1,
      "duolingo": 5,
      "superhuman": 0,
      "perplexity": 1,
      "gamma": 0,
      "suno": 1,
      "midjourney": 0,
      "runway": 0,
      "kling-ai": 1,
      "elevenlabs": 0,
      "character-ai": 0,
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      "moonshot": 0,
      "deepseek": 0,
      "pinterest": 0,
      "reddit": 0,
      "snap": 0,
      "spotify": 0,
      "the-trade-desk": 0,
      "apple": 1
    },
    "alwaysSelected": [
      "alphabet",
      "meta",
      "bytedance",
      "openai",
      "amazon",
      "applovin",
      "adobe"
    ],
    "interpretation": "Scenario counts are deterministic coverage tests, not probabilities of being a top-ten company. Tests change scope and role priorities; they cannot measure hidden private-company revenue.",
    "numericStress": "AppLovin remains above Trade Desk under a 50% haircut and a 20% uplift respectively; broad Google/Meta/Amazon order survives subtracting disclosed Google TAC. Unknown consumer economics and different accounting scopes still prevent a complete numerical order."
  },
  "cutoff": {
    "uniqueTenthCompany": null,
    "uncertainSeats": [
      "tencent",
      "canva",
      "duolingo",
      "amazon",
      "adobe"
    ],
    "namedAlternatives": [
      "perplexity",
      "meitu",
      "suno",
      "kling-ai",
      "apple",
      "microsoft",
      "baidu",
      "alibaba",
      "anthropic",
      "the-trade-desk"
    ],
    "explanation": "These are competing coverage decisions, not a statistical tie at an exact scalar score. Public evidence cannot establish one uniquely correct tenth company. The default is publishable only with this qualification and a candidate ledger."
  },
  "changesVersusPrior": {
    "priorIds": [
      "tencent",
      "baidu",
      "applovin",
      "canva",
      "duolingo",
      "superhuman",
      "meitu",
      "perplexity",
      "gamma",
      "chatgpt"
    ],
    "retained": [
      "tencent",
      "applovin",
      "canva",
      "duolingo"
    ],
    "aliasConsolidation": {
      "chatgpt": "openai"
    },
    "added": [
      "alphabet",
      "meta",
      "bytedance",
      "amazon",
      "adobe"
    ],
    "notSelected": [
      "baidu",
      "superhuman",
      "meitu",
      "perplexity",
      "gamma"
    ],
    "reason": "The old list omitted major delivered platforms and treated cross-layer placement as a reason to exclude them. The corrected set compares all functions and retains removed dossiers in the directory."
  },
  "refresh": {
    "monitoring": "Daily source monitoring at 12:00 America/New_York; one catch-up after downtime. A check is not a full new research acceptance.",
    "formalSelection": "Quarterly after relevant reports, with earlier event-driven review for closure, acquisition, divestiture or a documented change of product availability.",
    "entry": "Current commercial eligibility, a completed source-backed dossier and stronger within-role activity or material missing function. New evidence may change an uncertain seat without invented precision.",
    "exit": "Loss of current commercial function, consolidation with another selected economic group, or sustained evidence that an alternative better meets the declared role. Ordinary close calls require two reporting periods; material corporate events are immediate review triggers.",
    "uncertainCutoff": "Retain named alternatives and record why a representative was chosen. Do not label a one-time noisy change a definitive loss of importance."
  },
  "limitations": [
    "Thirty-four candidates broaden the old universe but do not prove exhaustive global coverage. Additional regional or specialist suppliers may matter.",
    "Private disclosure and definitions vary. Assistant-user counts, media audiences and paid cohorts are not interchangeable.",
    "Creative revenue includes enterprise and non-AI tools; advertising categories reflect AI-enabled systems rather than AI-only sales.",
    "Some challenger screening is shallower than completed dossiers; entry requires full dossier review. Pinterest Q2 retrieval gap and Character.ai continuity need follow-up.",
    "Role allocation is a reasoned editorial judgment. It is reproducible as a declared decision, but data do not identify a unique set without that judgment."
  ],
  "reproducibility": {
    "script": "apps-consumer/evidence/build_consumer_selection.py",
    "comparisonOutput": "apps-consumer/selection/consumer-calculations.json",
    "packets": "Exact candidate packet hashes retained in universe; source access dates retained in sourceRegistry.",
    "acceptance": "Source and consistency review complete; root editorial/rendering acceptance still required. No Dachi manual acceptance is asserted."
  },
  "layer": "applications",
  "publicationInterpretation": "This is an evidence-backed representative selection. Display order is not an overall importance rank; methodological choices and unresolved alternatives remain part of the result.",
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          "title": "CoreWeave Expands Agreement with OpenAI by up to $6.5B",
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          "title": "OpenAI and NVIDIA Announce Strategic Partnership to Deploy 10 Gigawatts of NVIDIA Systems",
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          "title": "NVIDIA Guarantees SB Energy's PORTS-Pike Technology Campus in Ohio to Exclusively Host NVIDIA AI Compute",
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          "type": "media"
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          "title": "Duolingo discloses inadvertently displayed preliminary DAU data",
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}
