{
  "schema": "aic.task-economics/1",
  "researchDate": "2026-09-29",
  "publishedTariffSnapshot": {
    "model": "Claude Sonnet 5.5; same listed rates as Sonnet 5 in the checked table",
    "scope": "Standard first-party global API rates, USD per million tokens; no modifiers or extra tool charges in the example.",
    "prices": {
      "input": 2,
      "cacheRead": 0.2,
      "cacheWrite5m": 2.5,
      "cacheWrite1h": 4,
      "output": 10
    },
    "source": "https://platform.claude.com/docs/en/about-claude/pricing"
  },
  "issuerCostCalibrated": false,
  "realWorkloadMeasured": false,
  "baselineAcceptedTasks": 800000,
  "assumptions": "Expected averages; complete workflow billing includes retries once; a fixed quality criterion and attainable workflow capacity are assumed, not measured.",
  "financialScope": "Cash contribution after stated variable/fixed operating costs and transition outlays, before any unmodeled research, tax, debt or investment cash needs; not GAAP gross profit or free cash flow.",
  "scenarios": [
    {
      "id": "baseline",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 10
        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 14400
        },
        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.8,
        "variableCashCostPerWorkflowUSD": 0.12,
        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": 1200000
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "newUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
      },
      "demandElasticity": 0,
      "status": "synthetic_conditional_economics",
      "priceRatioPerAcceptedTask": 1,
      "period": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
      }
    },
    {
      "id": "fewer_tokens_fixed_accepted_demand",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 10
        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 8400
        },
        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.8,
        "variableCashCostPerWorkflowUSD": 0.08,
        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": 1800000
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "newUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.084
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.14,
          "totalTokens": 108400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.17500000000000002,
        "billLessVariableCostPerWorkflowUSD": 0.06000000000000001,
        "contributionRatioOnBillings": 0.4285714285714286,
        "cashContributionPerWorkflowUSD": 0.06000000000000001,
        "qualityMeasured": false
      },
      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
      },
      "demandElasticity": 0,
      "status": "synthetic_conditional_economics",
      "priceRatioPerAcceptedTask": 0.7000000000000002,
      "period": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 140000,
        "collectionsUSD": 140000,
        "variableCashCostsUSD": 80000,
        "steadyCashContributionUSD": 30000,
        "periodCashContributionUSD": 30000
      }
    },
    {
      "id": "fewer_tokens_demand_rebound",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 10
        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 8400
        },
        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.8,
        "variableCashCostPerWorkflowUSD": 0.08,
        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": 1800000
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "newUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.084
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.14,
          "totalTokens": 108400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.17500000000000002,
        "billLessVariableCostPerWorkflowUSD": 0.06000000000000001,
        "contributionRatioOnBillings": 0.4285714285714286,
        "cashContributionPerWorkflowUSD": 0.06000000000000001,
        "qualityMeasured": false
      },
      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
      },
      "demandElasticity": 1.2,
      "status": "synthetic_conditional_economics",
      "priceRatioPerAcceptedTask": 0.7000000000000002,
      "period": {
        "desiredAcceptedTasks": 1227361.055755176,
        "desiredWorkflows": 1534201.31969397,
        "servedWorkflows": 1534201.31969397,
        "acceptedTasks": 1227361.055755176,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 214788.18475715583,
        "collectionsUSD": 214788.18475715583,
        "variableCashCostsUSD": 122736.1055755176,
        "steadyCashContributionUSD": 62052.079181638226,
        "periodCashContributionUSD": 62052.079181638226
      }
    },
    {
      "id": "rebound_but_capacity_unchanged",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 10
        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 8400
        },
        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.8,
        "variableCashCostPerWorkflowUSD": 0.08,
        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": 1200000
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "newUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.084
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.14,
          "totalTokens": 108400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.17500000000000002,
        "billLessVariableCostPerWorkflowUSD": 0.06000000000000001,
        "contributionRatioOnBillings": 0.4285714285714286,
        "cashContributionPerWorkflowUSD": 0.06000000000000001,
        "qualityMeasured": false
      },
      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
      },
      "demandElasticity": 1.2,
      "status": "synthetic_conditional_economics",
      "priceRatioPerAcceptedTask": 0.7000000000000002,
      "period": {
        "desiredAcceptedTasks": 1227361.055755176,
        "desiredWorkflows": 1534201.31969397,
        "servedWorkflows": 1200000,
        "acceptedTasks": 960000,
        "unmetAcceptedTasks": 267361.0557551761,
        "billingsUSD": 168000.00000000003,
        "collectionsUSD": 168000.00000000003,
        "variableCashCostsUSD": 96000,
        "steadyCashContributionUSD": 42000.00000000003,
        "periodCashContributionUSD": 42000.00000000003
      }
    },
    {
      "id": "smaller_provider_cost_gain",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 10
        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 8400
        },
        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.8,
        "variableCashCostPerWorkflowUSD": 0.1,
        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": 1800000
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "newUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.084
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.14,
          "totalTokens": 108400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.17500000000000002,
        "billLessVariableCostPerWorkflowUSD": 0.04000000000000001,
        "contributionRatioOnBillings": 0.28571428571428575,
        "cashContributionPerWorkflowUSD": 0.04000000000000001,
        "qualityMeasured": false
      },
      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
      },
      "demandElasticity": 1.2,
      "status": "synthetic_conditional_economics",
      "priceRatioPerAcceptedTask": 0.7000000000000002,
      "period": {
        "desiredAcceptedTasks": 1227361.055755176,
        "desiredWorkflows": 1534201.31969397,
        "servedWorkflows": 1534201.31969397,
        "acceptedTasks": 1227361.055755176,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 214788.18475715583,
        "collectionsUSD": 214788.18475715583,
        "variableCashCostsUSD": 153420.131969397,
        "steadyCashContributionUSD": 31368.052787758817,
        "periodCashContributionUSD": 31368.052787758817
      }
    },
    {
      "id": "higher_acceptance_fixed_demand",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 10
        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 8400
        },
        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.9,
        "variableCashCostPerWorkflowUSD": 0.08,
        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": 1800000
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "newUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.084
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.14,
          "totalTokens": 108400
        },
        "acceptanceFraction": 0.9,
        "customerBillPerAcceptedTaskUSD": 0.15555555555555556,
        "billLessVariableCostPerWorkflowUSD": 0.06000000000000001,
        "contributionRatioOnBillings": 0.4285714285714286,
        "cashContributionPerWorkflowUSD": 0.06000000000000001,
        "qualityMeasured": false
      },
      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
      },
      "demandElasticity": 0,
      "status": "synthetic_conditional_economics",
      "priceRatioPerAcceptedTask": 0.6222222222222223,
      "period": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 888888.8888888889,
        "servedWorkflows": 888888.8888888889,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 124444.44444444445,
        "collectionsUSD": 124444.44444444445,
        "variableCashCostsUSD": 71111.11111111111,
        "steadyCashContributionUSD": 23333.333333333343,
        "periodCashContributionUSD": 23333.333333333343
      }
    },
    {
      "id": "hypothetical_output_tariff_15_fixed_demand",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 15
        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 8400
        },
        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.8,
        "variableCashCostPerWorkflowUSD": 0.08,
        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": 1800000
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "newUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.126
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.182,
          "totalTokens": 108400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.22749999999999998,
        "billLessVariableCostPerWorkflowUSD": 0.102,
        "contributionRatioOnBillings": 0.5604395604395604,
        "cashContributionPerWorkflowUSD": 0.102,
        "qualityMeasured": false
      },
      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
      },
      "demandElasticity": 0,
      "status": "synthetic_conditional_economics",
      "priceRatioPerAcceptedTask": 0.91,
      "period": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 182000,
        "collectionsUSD": 182000,
        "variableCashCostsUSD": 80000,
        "steadyCashContributionUSD": 72000,
        "periodCashContributionUSD": 72000
      }
    },
    {
      "id": "alternative_tariff_transition_outlay",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 15
        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 8400
        },
        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.8,
        "variableCashCostPerWorkflowUSD": 0.08,
        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 60000,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": 1800000
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "newUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.126
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.182,
          "totalTokens": 108400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.22749999999999998,
        "billLessVariableCostPerWorkflowUSD": 0.102,
        "contributionRatioOnBillings": 0.5604395604395604,
        "cashContributionPerWorkflowUSD": 0.102,
        "qualityMeasured": false
      },
      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
      },
      "demandElasticity": 0,
      "status": "synthetic_conditional_economics",
      "priceRatioPerAcceptedTask": 0.91,
      "period": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 182000,
        "collectionsUSD": 182000,
        "variableCashCostsUSD": 80000,
        "steadyCashContributionUSD": 72000,
        "periodCashContributionUSD": 12000
      }
    },
    {
      "id": "partial_current_period_collection",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 15
        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 8400
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        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.8,
        "variableCashCostPerWorkflowUSD": 0.08,
        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 0.9,
        "capacityWorkflowsPerPeriod": 1800000
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "newUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
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          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.182,
          "totalTokens": 108400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.22749999999999998,
        "billLessVariableCostPerWorkflowUSD": 0.102,
        "contributionRatioOnBillings": 0.5604395604395604,
        "cashContributionPerWorkflowUSD": 0.0838,
        "qualityMeasured": false
      },
      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
      },
      "demandElasticity": 0,
      "status": "synthetic_conditional_economics",
      "priceRatioPerAcceptedTask": 0.91,
      "period": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 182000,
        "collectionsUSD": 163800,
        "variableCashCostsUSD": 80000,
        "steadyCashContributionUSD": 53800,
        "periodCashContributionUSD": 53800
      }
    },
    {
      "id": "unknown_provider_cost",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 10
        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 8400
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        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.8,
        "variableCashCostPerWorkflowUSD": null,
        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": 1800000
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "newUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
            "cacheWrite1h": 0,
            "output": 0.084
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.14,
          "totalTokens": 108400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.17500000000000002,
        "billLessVariableCostPerWorkflowUSD": null,
        "contributionRatioOnBillings": null,
        "cashContributionPerWorkflowUSD": null,
        "qualityMeasured": false
      },
      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
      },
      "demandElasticity": 0,
      "status": "unknown_provider_cost",
      "priceRatioPerAcceptedTask": 0.7000000000000002,
      "period": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 140000,
        "collectionsUSD": 140000,
        "variableCashCostsUSD": null,
        "steadyCashContributionUSD": null,
        "periodCashContributionUSD": null
      }
    },
    {
      "id": "unknown_demand_elasticity",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
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        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 8400
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        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.8,
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        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": 1800000
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
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            "output": 0.144
          },
          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
      },
      "newUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
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          "otherVendorChargesUSD": 0,
          "billUSD": 0.14,
          "totalTokens": 108400
        },
        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.17500000000000002,
        "billLessVariableCostPerWorkflowUSD": 0.06000000000000001,
        "contributionRatioOnBillings": 0.4285714285714286,
        "cashContributionPerWorkflowUSD": 0.06000000000000001,
        "qualityMeasured": false
      },
      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
        "collectionsUSD": 199999.99999999997,
        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
        "periodCashContributionUSD": 49999.99999999997
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      "demandElasticity": null,
      "status": "unknown_demand_response",
      "priceRatioPerAcceptedTask": 0.7000000000000002,
      "period": null
    },
    {
      "id": "unknown_workflow_capacity",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 10
        },
        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
          "output": 8400
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        "otherVendorChargesUSD": 0,
        "acceptanceFraction": 0.8,
        "variableCashCostPerWorkflowUSD": 0.08,
        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": null
      },
      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
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          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
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        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
        "billLessVariableCostPerWorkflowUSD": 0.07999999999999999,
        "contributionRatioOnBillings": 0.39999999999999997,
        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
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      "newUnit": {
        "billing": {
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            "input": 0.04,
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          "otherVendorChargesUSD": 0,
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          "totalTokens": 108400
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        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.17500000000000002,
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        "contributionRatioOnBillings": 0.4285714285714286,
        "cashContributionPerWorkflowUSD": 0.06000000000000001,
        "qualityMeasured": false
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      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
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        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
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      "demandElasticity": 1.2,
      "status": "unknown_capacity",
      "priceRatioPerAcceptedTask": 0.7000000000000002,
      "period": null
    },
    {
      "id": "different_quality_target",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "different unvalidated quality target",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 10
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        "tokens": {
          "input": 20000,
          "cacheRead": 80000,
          "cacheWrite5m": 0,
          "cacheWrite1h": 0,
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        "otherVendorChargesUSD": 0,
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        "fixedOtherCashCostsUSD": 30000,
        "transitionCashOutlayUSD": 0,
        "collectionFraction": 1,
        "capacityWorkflowsPerPeriod": 1800000
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      "oldUnit": {
        "billing": {
          "partsUSD": {
            "input": 0.04,
            "cacheRead": 0.016,
            "cacheWrite5m": 0,
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          "otherVendorChargesUSD": 0,
          "billUSD": 0.19999999999999998,
          "totalTokens": 114400
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        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.24999999999999997,
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        "cashContributionPerWorkflowUSD": 0.07999999999999999,
        "qualityMeasured": false
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      "newUnit": {
        "billing": {
          "partsUSD": {
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          "otherVendorChargesUSD": 0,
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        "acceptanceFraction": 0.8,
        "customerBillPerAcceptedTaskUSD": 0.17500000000000002,
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        "contributionRatioOnBillings": 0.4285714285714286,
        "cashContributionPerWorkflowUSD": 0.06000000000000001,
        "qualityMeasured": false
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      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
        "billingsUSD": 199999.99999999997,
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        "variableCashCostsUSD": 120000,
        "steadyCashContributionUSD": 49999.99999999997,
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      "demandElasticity": 1.2,
      "status": "not_comparable_quality",
      "priceRatioPerAcceptedTask": null,
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    {
      "id": "zero_accepted_output",
      "inputs": {
        "evidenceClass": "hypothetical",
        "qualityCriterion": "same illustrative task-acceptance criterion",
        "prices": {
          "input": 2,
          "cacheRead": 0.2,
          "cacheWrite5m": 2.5,
          "cacheWrite1h": 4,
          "output": 10
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        "tokens": {
          "input": 20000,
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        "otherVendorChargesUSD": 0,
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      "oldUnit": {
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          "otherVendorChargesUSD": 0,
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          "totalTokens": 114400
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        "acceptanceFraction": 0.8,
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      "newUnit": {
        "billing": {
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        "acceptanceFraction": 0,
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        "cashContributionPerWorkflowUSD": 0.06000000000000001,
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      "baseline": {
        "desiredAcceptedTasks": 800000,
        "desiredWorkflows": 1000000,
        "servedWorkflows": 1000000,
        "acceptedTasks": 800000,
        "unmetAcceptedTasks": 0,
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      "demandElasticity": 0,
      "status": "no_accepted_output",
      "priceRatioPerAcceptedTask": null,
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  ],
  "fixedVolumeFrontiers": {
    "efficient": {
      "status": "hypothetical_fixed_volume_frontier",
      "workflowsNeeded": 1000000,
      "capacityPass": true,
      "customerAlternativeBillPerAcceptedTaskUSD": null,
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      "referencePeriodCashContributionUSD": 49999.99999999997,
      "minimumBillPerWorkflowUSD": 0.15999999999999998,
      "maximumBillPerWorkflowUSD": 0.19999999999999998,
      "billIntervalExists": true,
      "minimumOutputPricePerMillion": 12.380952380952378,
      "maximumOutputPricePerMillion": 17.14285714285714,
      "outputTariffIntervalExists": true,
      "customerStrictlyCheaperRequiresBelowUpperBound": true,
      "scope": "Same specified quality and accepted volume; same-period collections and stated cash costs. Not competitive pricing power or a complete participation test."
    },
    "higherAcceptance": {
      "status": "hypothetical_fixed_volume_frontier",
      "workflowsNeeded": 888888.8888888889,
      "capacityPass": true,
      "customerAlternativeBillPerAcceptedTaskUSD": null,
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      "minimumBillPerWorkflowUSD": 0.16999999999999998,
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      "billIntervalExists": true,
      "minimumOutputPricePerMillion": 13.57142857142857,
      "maximumOutputPricePerMillion": 20.119047619047617,
      "outputTariffIntervalExists": true,
      "customerStrictlyCheaperRequiresBelowUpperBound": true,
      "scope": "Same specified quality and accepted volume; same-period collections and stated cash costs. Not competitive pricing power or a complete participation test."
    },
    "efficientOfferAsOutsideOption": {
      "status": "hypothetical_fixed_volume_frontier",
      "workflowsNeeded": 1000000,
      "capacityPass": true,
      "customerAlternativeBillPerAcceptedTaskUSD": 0.17500000000000002,
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      "referencePeriodCashContributionUSD": 49999.99999999997,
      "minimumBillPerWorkflowUSD": 0.15999999999999998,
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      "maximumOutputPricePerMillion": 10.000000000000002,
      "outputTariffIntervalExists": false,
      "customerStrictlyCheaperRequiresBelowUpperBound": true,
      "scope": "Same specified quality and accepted volume; same-period collections and stated cash costs. Not competitive pricing power or a complete participation test."
    },
    "transitionCost": {
      "status": "hypothetical_fixed_volume_frontier",
      "workflowsNeeded": 1000000,
      "capacityPass": true,
      "customerAlternativeBillPerAcceptedTaskUSD": null,
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      "referencePeriodCashContributionUSD": 49999.99999999997,
      "minimumBillPerWorkflowUSD": 0.21999999999999997,
      "maximumBillPerWorkflowUSD": 0.19999999999999998,
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      "maximumOutputPricePerMillion": 17.142857142857142,
      "outputTariffIntervalExists": false,
      "customerStrictlyCheaperRequiresBelowUpperBound": true,
      "scope": "Same specified quality and accepted volume; same-period collections and stated cash costs. Not competitive pricing power or a complete participation test."
    }
  },
  "demandThresholds": {
    "efficient": {
      "requiredWorkflows": 1333333.3333333326,
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      "priceRatioPerAcceptedTask": 0.7000000000000002,
      "status": "conditional_demand_threshold",
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    "smallerCostGain": {
      "requiredWorkflows": 1999999.9999999988,
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      "priceRatioPerAcceptedTask": 0.7000000000000002,
      "status": "impossible_at_given_capacity",
      "minimumElasticity": null
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  }
}
