{
  "metadata": {
    "title": "AvLu 2,000-Case Outcome Simulation Library",
    "version": "2.0.0",
    "generatedBy": "scripts/generate-simulated-outcomes.js",
    "generatedOn": "2026-07-29",
    "recordCount": 2000,
    "recordClass": "synthetic-outcome-simulation",
    "useBoundary": "Planning, interface demonstration, and formula stress testing only.",
    "dealerVerifiedOutcomeStatus": "Not yet established",
    "disclaimer": "These records are synthetic. They are not marketplace evidence, dealer repair evidence, invoices, or completed real-world outcomes."
  },
  "summary": {
    "simulatedOutcomeScenarios": 2000,
    "overEstimate": 1253,
    "underEstimate": 747,
    "withinTenPercent": 637,
    "medianVariance": 130,
    "scenarioTypes": [
      {
        "id": "parts-pressure",
        "label": "Parts cost pressure",
        "recordCount": 334
      },
      {
        "id": "labor-pressure",
        "label": "Labor time pressure",
        "recordCount": 334
      },
      {
        "id": "hidden-scope",
        "label": "Hidden scope discovered",
        "recordCount": 333
      },
      {
        "id": "favorable-closeout",
        "label": "Favorable closeout",
        "recordCount": 333
      },
      {
        "id": "negotiated-parts",
        "label": "Negotiated parts savings",
        "recordCount": 333
      },
      {
        "id": "mixed-variance",
        "label": "Mixed cost movement",
        "recordCount": 333
      }
    ]
  },
  "records": [
    {
      "id": "SIM-0001",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0001",
      "vehicle": {
        "year": 2018,
        "make": "Ford",
        "model": "F-150 XLT",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-01-09",
      "repairScope": "Front brake system refresh",
      "scenarioType": "parts-pressure",
      "scenarioLabel": "Parts cost pressure",
      "scenarioDescription": "Parts pricing closes above the planning estimate while labor stays near plan.",
      "costModel": {
        "estimatedPartsCost": 580,
        "estimatedLaborHours": 4.2,
        "estimatedLaborRate": 142,
        "estimatedLaborCost": 595,
        "avluEstimate": 1175,
        "simulatedPartsCost": 700,
        "simulatedLaborCost": 595,
        "simulatedActualTotal": 1295,
        "varianceDollars": 120,
        "variancePercent": 10.2
      },
      "formulaModel": {
        "baselineProtectedMaximum": 12030,
        "formulaImpact": -120,
        "revisedProtectedMaximum": 11910,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0001",
        "closeoutArtifact": "Synthetic repair closeout 0001"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0002",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0002",
      "vehicle": {
        "year": 2019,
        "make": "Chevrolet",
        "model": "Silverado 1500 LT",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-01-12",
      "repairScope": "Transmission service and leak repair",
      "scenarioType": "labor-pressure",
      "scenarioLabel": "Labor time pressure",
      "scenarioDescription": "Additional diagnostic or book time raises the labor closeout.",
      "costModel": {
        "estimatedPartsCost": 1210,
        "estimatedLaborHours": 7.5,
        "estimatedLaborRate": 162,
        "estimatedLaborCost": 1215,
        "avluEstimate": 2425,
        "simulatedPartsCost": 1215,
        "simulatedLaborCost": 1550,
        "simulatedActualTotal": 2765,
        "varianceDollars": 340,
        "variancePercent": 14
      },
      "formulaModel": {
        "baselineProtectedMaximum": 12865,
        "formulaImpact": -340,
        "revisedProtectedMaximum": 12525,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0002",
        "closeoutArtifact": "Synthetic repair closeout 0002"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0003",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0003",
      "vehicle": {
        "year": 2017,
        "make": "Toyota",
        "model": "Camry SE",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-01-15",
      "repairScope": "Air-conditioning system repair",
      "scenarioType": "hidden-scope",
      "scenarioLabel": "Hidden scope discovered",
      "scenarioDescription": "A simulated inspection adds related work to both parts and labor.",
      "costModel": {
        "estimatedPartsCost": 910,
        "estimatedLaborHours": 6.7,
        "estimatedLaborRate": 162,
        "estimatedLaborCost": 1085,
        "avluEstimate": 1995,
        "simulatedPartsCost": 1145,
        "simulatedLaborCost": 1370,
        "simulatedActualTotal": 2515,
        "varianceDollars": 520,
        "variancePercent": 26.1
      },
      "formulaModel": {
        "baselineProtectedMaximum": 12950,
        "formulaImpact": -520,
        "revisedProtectedMaximum": 12430,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0003",
        "closeoutArtifact": "Synthetic repair closeout 0003"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0004",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0004",
      "vehicle": {
        "year": 2020,
        "make": "Honda",
        "model": "CR-V EX",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-01-18",
      "repairScope": "Engine sealing and fluid service",
      "scenarioType": "favorable-closeout",
      "scenarioLabel": "Favorable closeout",
      "scenarioDescription": "Repair execution closes below the original planning allowance.",
      "costModel": {
        "estimatedPartsCost": 980,
        "estimatedLaborHours": 9.3,
        "estimatedLaborRate": 172,
        "estimatedLaborCost": 1600,
        "avluEstimate": 2580,
        "simulatedPartsCost": 835,
        "simulatedLaborCost": 1485,
        "simulatedActualTotal": 2320,
        "varianceDollars": -260,
        "variancePercent": -10.1
      },
      "formulaModel": {
        "baselineProtectedMaximum": 13485,
        "formulaImpact": 260,
        "revisedProtectedMaximum": 13745,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0004",
        "closeoutArtifact": "Synthetic repair closeout 0004"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0005",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0005",
      "vehicle": {
        "year": 2016,
        "make": "Jeep",
        "model": "Grand Cherokee Limited",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-01-21",
      "repairScope": "Cooling system repair",
      "scenarioType": "negotiated-parts",
      "scenarioLabel": "Negotiated parts savings",
      "scenarioDescription": "Supplier pricing improves the parts closeout while labor remains stable.",
      "costModel": {
        "estimatedPartsCost": 820,
        "estimatedLaborHours": 6.6,
        "estimatedLaborRate": 145,
        "estimatedLaborCost": 955,
        "avluEstimate": 1775,
        "simulatedPartsCost": 665,
        "simulatedLaborCost": 960,
        "simulatedActualTotal": 1625,
        "varianceDollars": -150,
        "variancePercent": -8.5
      },
      "formulaModel": {
        "baselineProtectedMaximum": 13400,
        "formulaImpact": 150,
        "revisedProtectedMaximum": 13550,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0005",
        "closeoutArtifact": "Synthetic repair closeout 0005"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0006",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0006",
      "vehicle": {
        "year": 2021,
        "make": "Nissan",
        "model": "Rogue SV",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-01-24",
      "repairScope": "Tires, balance, and four-wheel alignment",
      "scenarioType": "mixed-variance",
      "scenarioLabel": "Mixed cost movement",
      "scenarioDescription": "One cost category rises while another partially offsets the change.",
      "costModel": {
        "estimatedPartsCost": 1080,
        "estimatedLaborHours": 2.6,
        "estimatedLaborRate": 142,
        "estimatedLaborCost": 370,
        "avluEstimate": 1450,
        "simulatedPartsCost": 1190,
        "simulatedLaborCost": 335,
        "simulatedActualTotal": 1525,
        "varianceDollars": 75,
        "variancePercent": 5.2
      },
      "formulaModel": {
        "baselineProtectedMaximum": 13530,
        "formulaImpact": -75,
        "revisedProtectedMaximum": 13455,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0006",
        "closeoutArtifact": "Synthetic repair closeout 0006"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0007",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0007",
      "vehicle": {
        "year": 2015,
        "make": "Ford",
        "model": "Explorer XLT",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-01-27",
      "repairScope": "Body hardware and lighting repair",
      "scenarioType": "parts-pressure",
      "scenarioLabel": "Parts cost pressure",
      "scenarioDescription": "Parts pricing closes above the planning estimate while labor stays near plan.",
      "costModel": {
        "estimatedPartsCost": 675,
        "estimatedLaborHours": 5.4,
        "estimatedLaborRate": 148,
        "estimatedLaborCost": 800,
        "avluEstimate": 1475,
        "simulatedPartsCost": 795,
        "simulatedLaborCost": 815,
        "simulatedActualTotal": 1610,
        "varianceDollars": 135,
        "variancePercent": 9.2
      },
      "formulaModel": {
        "baselineProtectedMaximum": 13815,
        "formulaImpact": -135,
        "revisedProtectedMaximum": 13680,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0007",
        "closeoutArtifact": "Synthetic repair closeout 0007"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0008",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0008",
      "vehicle": {
        "year": 2019,
        "make": "Hyundai",
        "model": "Santa Fe SEL",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-01-30",
      "repairScope": "Front suspension and alignment",
      "scenarioType": "labor-pressure",
      "scenarioLabel": "Labor time pressure",
      "scenarioDescription": "Additional diagnostic or book time raises the labor closeout.",
      "costModel": {
        "estimatedPartsCost": 1165,
        "estimatedLaborHours": 7.1,
        "estimatedLaborRate": 160,
        "estimatedLaborCost": 1135,
        "avluEstimate": 2300,
        "simulatedPartsCost": 1195,
        "simulatedLaborCost": 1415,
        "simulatedActualTotal": 2610,
        "varianceDollars": 310,
        "variancePercent": 13.5
      },
      "formulaModel": {
        "baselineProtectedMaximum": 14460,
        "formulaImpact": -310,
        "revisedProtectedMaximum": 14150,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0008",
        "closeoutArtifact": "Synthetic repair closeout 0008"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0009",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0009",
      "vehicle": {
        "year": 2018,
        "make": "Ram",
        "model": "1500 Big Horn",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-02-02",
      "repairScope": "Electrical charging-system diagnosis and repair",
      "scenarioType": "hidden-scope",
      "scenarioLabel": "Hidden scope discovered",
      "scenarioDescription": "A simulated inspection adds related work to both parts and labor.",
      "costModel": {
        "estimatedPartsCost": 740,
        "estimatedLaborHours": 6.7,
        "estimatedLaborRate": 152,
        "estimatedLaborCost": 1020,
        "avluEstimate": 1760,
        "simulatedPartsCost": 930,
        "simulatedLaborCost": 1230,
        "simulatedActualTotal": 2160,
        "varianceDollars": 400,
        "variancePercent": 22.7
      },
      "formulaModel": {
        "baselineProtectedMaximum": 14490,
        "formulaImpact": -400,
        "revisedProtectedMaximum": 14090,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0009",
        "closeoutArtifact": "Synthetic repair closeout 0009"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0010",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0010",
      "vehicle": {
        "year": 2020,
        "make": "Kia",
        "model": "Sorento LX",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-02-05",
      "repairScope": "Emissions and exhaust repair",
      "scenarioType": "favorable-closeout",
      "scenarioLabel": "Favorable closeout",
      "scenarioDescription": "Repair execution closes below the original planning allowance.",
      "costModel": {
        "estimatedPartsCost": 840,
        "estimatedLaborHours": 6,
        "estimatedLaborRate": 150,
        "estimatedLaborCost": 900,
        "avluEstimate": 1740,
        "simulatedPartsCost": 715,
        "simulatedLaborCost": 755,
        "simulatedActualTotal": 1470,
        "varianceDollars": -270,
        "variancePercent": -15.5
      },
      "formulaModel": {
        "baselineProtectedMaximum": 14760,
        "formulaImpact": 270,
        "revisedProtectedMaximum": 15030,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0010",
        "closeoutArtifact": "Synthetic repair closeout 0010"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0011",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0011",
      "vehicle": {
        "year": 2017,
        "make": "GMC",
        "model": "Terrain SLT",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-02-09",
      "repairScope": "Front brake system refresh",
      "scenarioType": "negotiated-parts",
      "scenarioLabel": "Negotiated parts savings",
      "scenarioDescription": "Supplier pricing improves the parts closeout while labor remains stable.",
      "costModel": {
        "estimatedPartsCost": 655,
        "estimatedLaborHours": 4.2,
        "estimatedLaborRate": 150,
        "estimatedLaborCost": 630,
        "avluEstimate": 1285,
        "simulatedPartsCost": 505,
        "simulatedLaborCost": 650,
        "simulatedActualTotal": 1155,
        "varianceDollars": -130,
        "variancePercent": -10.1
      },
      "formulaModel": {
        "baselineProtectedMaximum": 14830,
        "formulaImpact": 130,
        "revisedProtectedMaximum": 14960,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0011",
        "closeoutArtifact": "Synthetic repair closeout 0011"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0012",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0012",
      "vehicle": {
        "year": 2019,
        "make": "Subaru",
        "model": "Outback Premium",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-02-12",
      "repairScope": "Transmission service and leak repair",
      "scenarioType": "mixed-variance",
      "scenarioLabel": "Mixed cost movement",
      "scenarioDescription": "One cost category rises while another partially offsets the change.",
      "costModel": {
        "estimatedPartsCost": 1370,
        "estimatedLaborHours": 7.5,
        "estimatedLaborRate": 170,
        "estimatedLaborCost": 1275,
        "avluEstimate": 2645,
        "simulatedPartsCost": 1540,
        "simulatedLaborCost": 1150,
        "simulatedActualTotal": 2690,
        "varianceDollars": 45,
        "variancePercent": 1.7
      },
      "formulaModel": {
        "baselineProtectedMaximum": 15715,
        "formulaImpact": -45,
        "revisedProtectedMaximum": 15670,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0012",
        "closeoutArtifact": "Synthetic repair closeout 0012"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0013",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0013",
      "vehicle": {
        "year": 2018,
        "make": "Ford",
        "model": "F-150 XLT",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-02-15",
      "repairScope": "Emissions and exhaust repair",
      "scenarioType": "parts-pressure",
      "scenarioLabel": "Parts cost pressure",
      "scenarioDescription": "Parts pricing closes above the planning estimate while labor stays near plan.",
      "costModel": {
        "estimatedPartsCost": 870,
        "estimatedLaborHours": 5.4,
        "estimatedLaborRate": 146,
        "estimatedLaborCost": 790,
        "avluEstimate": 1660,
        "simulatedPartsCost": 1155,
        "simulatedLaborCost": 815,
        "simulatedActualTotal": 1970,
        "varianceDollars": 310,
        "variancePercent": 18.7
      },
      "formulaModel": {
        "baselineProtectedMaximum": 15545,
        "formulaImpact": -310,
        "revisedProtectedMaximum": 15235,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
      },
      "source": {
        "identity": "AvLu deterministic scenario generator v2.0.0",
        "type": "synthetic",
        "estimateArtifact": "Synthetic planning worksheet 0013",
        "closeoutArtifact": "Synthetic repair closeout 0013"
      },
      "simulationPacket": {
        "requiredFieldsComplete": true,
        "fieldCoverage": "9 of 9 simulation fields",
        "dealerEvidenceGatesPassed": false,
        "dealerVerified": false,
        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
      "id": "SIM-0014",
      "recordClass": "synthetic-outcome-simulation",
      "syntheticVehicleId": "SIMVEH-0014",
      "vehicle": {
        "year": 2019,
        "make": "Chevrolet",
        "model": "Silverado 1500 LT",
        "identityStatus": "Simulated identity; no real VIN assigned"
      },
      "simulatedRepairDate": "2025-02-18",
      "repairScope": "Front brake system refresh",
      "scenarioType": "labor-pressure",
      "scenarioLabel": "Labor time pressure",
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      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
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    {
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      },
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        "publicationEligibleAsDealerOutcome": false
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      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
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      },
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        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
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        "publicationEligibleAsDealerOutcome": false
      },
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    },
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        "make": "Jeep",
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      },
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        "variancePercent": -8.2
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        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
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        "publicationEligibleAsDealerOutcome": false
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      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
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      },
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      "scenarioType": "mixed-variance",
      "scenarioLabel": "Mixed cost movement",
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        "publicationEligibleAsDealerOutcome": false
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      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
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    {
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      "vehicle": {
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        "make": "Ford",
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      },
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        "estimatedLaborCost": 765,
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        "variancePercent": 15.5
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        "revisedProtectedMaximum": 15765,
        "relationship": "revised protected maximum = baseline protected maximum - simulated variance"
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        "publicationEligibleAsDealerOutcome": false
      },
      "disclaimer": "SIMULATED - not a repair invoice, dealer quote, or dealer-verified outcome."
    },
    {
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      "syntheticVehicleId": "SIMVEH-2000",
      "vehicle": {
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        "make": "Hyundai",
        "model": "Santa Fe SEL",
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      },
      "simulatedRepairDate": "2025-12-23",
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        "variancePercent": 17.1
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}