{
  "title": "BidVisory: sanitized operational and unit-economics evidence",
  "usageMeasuredAt": "2026-07-29",
  "monitoringSnapshotAt": "2026-09-01",
  "recalculatedAt": "2026-09-01",
  "pricingSource": "https://developers.openai.com/api/docs/pricing",
  "model": "gpt-5.6-terra",
  "modelRatesUsdPerMillionTokens": {
    "input": 2.0,
    "cachedInput": 0.2,
    "cacheWrite": 2.5,
    "output": 12.0
  },
  "previousModelRatesUsdPerMillionTokens": {
    "input": 2.5,
    "cachedInput": 0.25,
    "output": 15.0
  },
  "usageFixtureSample": {
    "reports": 15,
    "extractedBids": 25,
    "meanVendorsPerReport": 2.33,
    "placesMatches": 5,
    "vendorsObserved": 35
  },
  "currentProductionMix": {
    "retainedReports": 17,
    "vendorAppearances": 38,
    "meanVendorsPerReport": 2.235,
    "vendorCountHistogram": {
      "1": 3,
      "2": 7,
      "3": 7
    }
  },
  "costsUsd": {
    "onePageTextPdfExtractionPerDocument": 0.009,
    "repricedMeasuredThreeVendorComparison": 1.556,
    "productionMixExpectedPerReport": 1.35,
    "productionMixP90PerReport": 1.74
  },
  "previousCostsUsd": {
    "onePageTextPdfExtractionPerDocument": 0.011,
    "measuredThreeVendorComparison": 1.814,
    "productionMixExpectedPerReport": 1.63,
    "productionMixP90PerReport": 2.02
  },
  "repricedThreeVendorStagesUsd": {
    "extract": 0.027077,
    "profileDiscovery": 0.151256,
    "reputation": 0.910329,
    "researchMarket": 0.222898,
    "compose": 0.139656,
    "googlePlacesTextSearch": 0.105
  },
  "productionMixCostModelUsd": {
    "fixedPerReport": 0.21,
    "perVendor": 0.51
  },
  "measuredThreeVendorRun": {
    "aiCalls": 9,
    "placesCalls": 3,
    "webSearchCalls": 42,
    "reputationResearchShareOfCost": 0.59
  },
  "monitored": {
    "reportLatencySeconds": {
      "retainedReports": 17,
      "median": 113.86,
      "mean": 121.8,
      "p90": 163.21,
      "minimum": 89.82,
      "maximum": 163.8,
      "definition": "Report creation time to finalization, including queueing, extraction, research, and composition."
    },
    "structuredBidRecords": {
      "retainedStructuredRecords": 25,
      "excludedDraftRecords": 3,
      "definition": "Retained bid rows containing validator-conforming structured extraction; not a field-accuracy measurement."
    },
    "storedSourceUrlCoverage": {
      "retainedReports": 17,
      "sourceEntries": 1321,
      "entriesWithHttpUrl": 1321,
      "definition": "Stored source-list URL presence and shape; not claim-level citation coverage."
    },
    "ratingEvidenceLinkCoverage": {
      "ratingEntries": 57,
      "entriesWithEvidenceOrProfileLink": 57
    },
    "pipelineGuardrailTests": {
      "passing": 127,
      "scope": "Vendor identity, URL provenance, arithmetic, deterministic scoring, adjusted-price grounding, licensing evidence, and fail-closed behavior."
    }
  },
  "benchmarkGaps": [
    "Field-level extraction precision and recall",
    "Unsupported-claim rate",
    "Claim-level citation coverage",
    "Expert agreement",
    "Human correction rate"
  ],
  "limitations": [
    "The current production snapshot contains only 17 retained reports and does not guarantee future workflow reliability.",
    "Text-PDF extraction cost came from short text PDFs; scans and longer documents may cost more.",
    "The September figures reprice the July token, search, and Places measurements, then apply the September vendor-count distribution.",
    "Costs change with model pricing, prompts, reasoning effort, vendor count, and search behavior.",
    "No public report-quality benchmark is claimed."
  ]
}