{
  "executed_utc": "2026-10-10T13:15:54.012228+00:00",
  "scenario_count": 648,
  "inputs": {
    "baseline_preparer_minutes": 30,
    "baseline_reviewer_minutes": 10,
    "assisted_preparer_minutes": 8,
    "preparer_cost_per_hour": 45,
    "reviewer_cost_per_hour": 120,
    "contribution_per_redeployable_hour": 80,
    "review_minutes": [
      5,
      15,
      30
    ],
    "rework_preparer_minutes_per_case": [
      0,
      10,
      30
    ],
    "accepted_cases_per_month": [
      50,
      200,
      500
    ],
    "recurring_cost_usd": [
      250,
      750,
      1500
    ],
    "realization_fraction": [
      0,
      0.25,
      0.5,
      1
    ],
    "implementation_usd": [
      3000,
      12000
    ]
  },
  "selected_scenarios": {
    "reference": {
      "cases": 200,
      "review_minutes": 5,
      "rework_minutes": 10,
      "recurring_usd": 750,
      "realization": 0.5,
      "implementation_usd": 12000,
      "preparer_hours_delta": 40.0,
      "reviewer_hours_delta": 16.666667,
      "net_capacity_hours": 56.666667,
      "labor_value_proxy_net": 3050.0,
      "cash_avoidance_net": 1150.0,
      "redeployment_net": 850.0,
      "cash_payback_months": 10.434783,
      "redeployment_payback_months": 14.117647
    },
    "no_realization": {
      "cases": 200,
      "review_minutes": 5,
      "rework_minutes": 10,
      "recurring_usd": 750,
      "realization": 0,
      "implementation_usd": 12000,
      "preparer_hours_delta": 40.0,
      "reviewer_hours_delta": 16.666667,
      "net_capacity_hours": 56.666667,
      "labor_value_proxy_net": 3050.0,
      "cash_avoidance_net": -750.0,
      "redeployment_net": -750.0,
      "cash_payback_months": null,
      "redeployment_payback_months": null
    },
    "review_bottleneck": {
      "cases": 200,
      "review_minutes": 15,
      "rework_minutes": 10,
      "recurring_usd": 750,
      "realization": 0.5,
      "implementation_usd": 12000,
      "preparer_hours_delta": 40.0,
      "reviewer_hours_delta": -16.666667,
      "net_capacity_hours": 23.333333,
      "labor_value_proxy_net": -950.0,
      "cash_avoidance_net": -1850.0,
      "redeployment_net": -2750.0,
      "cash_payback_months": null,
      "redeployment_payback_months": null
    },
    "heavy_rework": {
      "cases": 200,
      "review_minutes": 5,
      "rework_minutes": 30,
      "recurring_usd": 750,
      "realization": 0.5,
      "implementation_usd": 12000,
      "preparer_hours_delta": -26.666667,
      "reviewer_hours_delta": 16.666667,
      "net_capacity_hours": -10.0,
      "labor_value_proxy_net": 50.0,
      "cash_avoidance_net": -950.0,
      "redeployment_net": -1950.0,
      "cash_payback_months": null,
      "redeployment_payback_months": null
    },
    "high_recurring_cost": {
      "cases": 200,
      "review_minutes": 5,
      "rework_minutes": 10,
      "recurring_usd": 1500,
      "realization": 0.5,
      "implementation_usd": 12000,
      "preparer_hours_delta": 40.0,
      "reviewer_hours_delta": 16.666667,
      "net_capacity_hours": 56.666667,
      "labor_value_proxy_net": 2300.0,
      "cash_avoidance_net": 400.0,
      "redeployment_net": 100.0,
      "cash_payback_months": 30.0,
      "redeployment_payback_months": 120.0
    },
    "small_volume": {
      "cases": 50,
      "review_minutes": 5,
      "rework_minutes": 10,
      "recurring_usd": 750,
      "realization": 0.5,
      "implementation_usd": 12000,
      "preparer_hours_delta": 10.0,
      "reviewer_hours_delta": 4.166667,
      "net_capacity_hours": 14.166667,
      "labor_value_proxy_net": 200.0,
      "cash_avoidance_net": -275.0,
      "redeployment_net": -350.0,
      "cash_payback_months": null,
      "redeployment_payback_months": null
    }
  },
  "cash_positive": 104,
  "cash_nonpositive": 544,
  "redeployment_positive": 82,
  "redeployment_nonpositive": 566,
  "cash_net_range": [
    -24500.0,
    13000.0
  ],
  "limitations": "Designed grid, not a sample: counts are not probabilities. No AI, accounting workflow or customer performance tested. All effort, volume, costs and realization inputs are assumptions. Constant steady state, no ramp, discount, inflation, tax or failure loss. Quality equivalence is assumed, not demonstrated. Negative role deltas are charged in full even at zero realization; positive savings require realization. Redeployment disallowed if reviewer delta is negative. Payback is simple undiscounted months and undefined at nonpositive benefit.",
  "script_sha256": "30b295ea51f192bf9f7e851cbc5068429741e7071d4a17f009f836a2f355708f",
  "csv_sha256": "cac9cb049736e815c5dffa5f893e0cab7995f067e6037ac7bfce20fd0ccda9db"
}