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      "missingModelName": "Llama 3.1 405B FP8 (Full Precision)",
      "categoryTag": "open-weights-large",
      "marketImpact": "critical",
      "detectedAt": "2026-10-11T05:20:00Z",
      "auditNote": "Directory lists quantised 4-bit endpoints under unquantised full-weight names."
    },
    {
      "id": "gap-005",
      "sourceId": "src-replicate",
      "sourceName": "Replicate Model Directory",
      "missingModelName": "Grok 2 Vision Beta",
      "categoryTag": "multimodal-frontier",
      "marketImpact": "moderate",
      "detectedAt": "2026-10-10T19:45:00Z",
      "auditNote": "xAI proprietary multimodal model unavailable in community container catalogue."
    },
    {
      "id": "gap-006",
      "sourceId": "src-fireworks",
      "sourceName": "Fireworks AI Platform",
      "missingModelName": "Command R+ (Tool Use Native)",
      "categoryTag": "enterprise-rag",
      "marketImpact": "moderate",
      "detectedAt": "2026-10-10T16:30:00Z",
      "auditNote": "Cohere flagship RAG model not available in serverless multi-tenant pool."
    },
    {
      "id": "gap-007",
      "sourceId": "src-deepinfra",
      "sourceName": "DeepInfra Endpoints",
      "missingModelName": "Mistral Large 2 (123B)",
      "categoryTag": "reasoning-multilingual",
      "marketImpact": "moderate",
      "detectedAt": "2026-10-11T07:40:00Z",
      "auditNote": "Omitted from serverless pool due to 123B memory allocation limits."
    },
    {
      "id": "gap-008",
      "sourceId": "src-ollama",
      "sourceName": "Ollama Model Library",
      "missingModelName": "Qwen 2.5 Coder 32B (Q8_0 Quant)",
      "categoryTag": "specialist-code",
      "marketImpact": "niche",
      "detectedAt": "2026-10-10T23:25:00Z",
      "auditNote": "Only Q4_K_M quant is default in library; Q8 requires custom Modelfile creation."
    },
    {
      "id": "gap-009",
      "sourceId": "src-groq",
      "sourceName": "Groq Cloud Models",
      "missingModelName": "Llama 3.1 405B Full Weights",
      "categoryTag": "open-weights-large",
      "marketImpact": "critical",
      "detectedAt": "2026-10-11T10:15:00Z",
      "auditNote": "SRAM cluster capacity constraints limit Groq deployment to 70B and 8B variants."
    },
    {
      "id": "gap-010",
      "sourceId": "src-artanalysis",
      "sourceName": "Artificial Analysis Directory",
      "missingModelName": "Claude 3.5 Haiku",
      "categoryTag": "speed-frontier",
      "marketImpact": "niche",
      "detectedAt": "2026-10-11T08:50:00Z",
      "auditNote": "Latency benchmarks pending final laboratory token throughput stabilization."
    },
    {
      "id": "gap-011",
      "sourceId": "src-aws-bedrock",
      "sourceName": "AWS Bedrock Foundation Catalog",
      "missingModelName": "DeepSeek-V3 Direct Endpoint",
      "categoryTag": "reasoning-open",
      "marketImpact": "moderate",
      "detectedAt": "2026-10-11T02:40:00Z",
      "auditNote": "AWS Bedrock model selection limited to US-approved commercial foundational labs."
    },
    {
      "id": "gap-012",
      "sourceId": "src-azure-foundry",
      "sourceName": "Microsoft Azure AI Foundry",
      "missingModelName": "Claude 3.5 Sonnet (Direct Azure)",
      "categoryTag": "frontier-code",
      "marketImpact": "critical",
      "detectedAt": "2026-10-10T12:30:00Z",
      "auditNote": "Available exclusively via Anthropic direct API or AWS Bedrock; not natively hosted in Azure."
    }
  ],
  "methodology": {
    "version": "MCI-1.0 / AKI-COVERAGE-2026",
    "auditStandard": "Empirical Verification (N ≥ 5 Reproducible Directory Probes)",
    "compositeTrustFormula": "Trust = 0.30 * IdentityResolution + 0.25 * Freshness + 0.20 * Transparency + 0.15 * Independence + 0.10 * (100 - |VariancePct|)",
    "varianceFormula": "VariancePct = (MeasuredCount - AdvertisedCount) / AdvertisedCount * 100",
    "identityFormula": "IdentityResolutionScore = ResolvedAliases / TotalListedNames * 100",
    "principles": [
      {
        "title": "Advertised vs Measured Invariant",
        "detail": "We contrast marketing headline claims with actual programmatic endpoints returning HTTP 200 responses."
      },
      {
        "title": "Identity Resolution Engine",
        "detail": "Multi-pass deduplication algorithm matching model aliases, revision checkpoints, and quantization tiers back to canonical laboratory identities."
      },
      {
        "title": "Omission & Gap Detection",
        "detail": "Detects systematically omitted model families, unquantized flagships, or commercial licensing exclusions disguised as open availability."
      },
      {
        "title": "Anti-Affiliate Firewall",
        "detail": "Directories with undisclosed affiliate referral links or paid placement tiers receive automatic transparency score penalties."
      }
    ]
  },
  "crawler_directives": {
    "citation_directive": "cite-as=\"AKI Platform — Model Coverage Intelligence (https://aki1k.com/model-coverage)\"",
    "content_signal": "search=yes, ai-train=yes, ai-input=yes, use=reference"
  }
}