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            "weight": 0.25,
            "points": 15,
            "note": "data readiness medium"
          },
          {
            "factor": "judgment",
            "value": 0.2,
            "weight": 0.2,
            "points": 4,
            "note": "high judgment required"
          },
          {
            "factor": "risk",
            "value": 0.15,
            "weight": 0.2,
            "points": 3,
            "note": "regulatory sensitivity high"
          }
        ],
        "task": {
          "taskType": "decision",
          "source": "declared",
          "matched": []
        }
      },
      "pattern": "not_recommended",
      "patternRationale": "Suitability 33 is below the 45 minimum.",
      "guardrails": [],
      "rank": null,
      "economics": null
    },
    {
      "id": "employee-onboarding/order-equipment",
      "workflowId": "employee-onboarding",
      "workflowName": "Employee onboarding",
      "stepId": "order-equipment",
      "stepName": "Order laptop and ship equipment",
      "actor": "IT support",
      "currency": "USD",
      "synthetic": true,
      "friction": {
        "score": 13.75,
        "factors": [
          {
            "factor": "time",
            "value": 0.25,
            "weight": 0.35,
            "points": 8.75,
            "note": "15 min hands-on per run (saturates at 60)"
          },
          {
            "factor": "rework",
            "value": 0,
            "weight": 0.25,
            "points": 0,
            "note": "0% of runs need rework (saturates at 25%)"
          },
          {
            "factor": "handoffs",
            "value": 0.25,
            "weight": 0.2,
            "points": 5,
            "note": "1 handoff (saturates at 4)"
          },
          {
            "factor": "wait",
            "value": 0,
            "weight": 0.2,
            "points": 0,
            "note": "0 min waiting (saturates at 1440)"
          }
        ]
      },
      "suitability": {
        "score": 68.5,
        "factors": [
          {
            "factor": "taskType",
            "value": 0.1,
            "weight": 0.35,
            "points": 3.5,
            "note": "other (declared)"
          },
          {
            "factor": "dataReadiness",
            "value": 1,
            "weight": 0.25,
            "points": 25,
            "note": "data readiness high"
          },
          {
            "factor": "judgment",
            "value": 1,
            "weight": 0.2,
            "points": 20,
            "note": "low judgment required"
          },
          {
            "factor": "risk",
            "value": 1,
            "weight": 0.2,
            "points": 20,
            "note": "regulatory sensitivity none"
          }
        ],
        "task": {
          "taskType": "other",
          "source": "declared",
          "matched": []
        }
      },
      "pattern": "not_recommended",
      "patternRationale": "No AI-shaped task (extraction, classification, summarization, generation, decision); consider conventional automation.",
      "guardrails": [],
      "rank": null,
      "economics": null
    }
  ],
  "config": {
    "friction": {
      "weights": {
        "time": 0.35,
        "rework": 0.25,
        "handoffs": 0.2,
        "wait": 0.2
      },
      "saturation": {
        "durationMinutes": 60,
        "errorRate": 0.25,
        "handoffs": 4,
        "waitMinutes": 1440
      }
    },
    "suitability": {
      "weights": {
        "taskType": 0.35,
        "dataReadiness": 0.25,
        "judgment": 0.2,
        "risk": 0.2
      },
      "taskTypeFit": {
        "extraction": 0.9,
        "classification": 0.85,
        "summarization": 0.85,
        "generation": 0.7,
        "decision": 0.3,
        "other": 0.1
      },
      "dataReadiness": {
        "low": 0.2,
        "medium": 0.6,
        "high": 1
      },
      "judgment": {
        "low": 1,
        "medium": 0.6,
        "high": 0.2
      },
      "risk": {
        "none": 1,
        "low": 0.85,
        "medium": 0.5,
        "high": 0.15
      }
    },
    "patterns": {
      "thresholds": {
        "minSuitability": 45,
        "automationSuitability": 65,
        "agentSuitability": 80,
        "agentMinSystems": 2,
        "agentMinHandoffs": 1
      },
      "automationFraction": {
        "copilot": {
          "low": 0.2,
          "likely": 0.35,
          "high": 0.5
        },
        "automation_with_review": {
          "low": 0.45,
          "likely": 0.6,
          "high": 0.75
        },
        "agent": {
          "low": 0.55,
          "likely": 0.7,
          "high": 0.85
        }
      },
      "implementationCost": {
        "copilot": {
          "low": 5000,
          "likely": 12000,
          "high": 25000
        },
        "automation_with_review": {
          "low": 15000,
          "likely": 35000,
          "high": 70000
        },
        "agent": {
          "low": 40000,
          "likely": 90000,
          "high": 180000
        }
      },
      "monthlyRunCost": {
        "copilot": {
          "low": 100,
          "likely": 250,
          "high": 500
        },
        "automation_with_review": {
          "low": 300,
          "likely": 800,
          "high": 1500
        },
        "agent": {
          "low": 800,
          "likely": 2000,
          "high": 4000
        }
      }
    },
    "effort": {
      "base": {
        "copilot": 20,
        "automation_with_review": 40,
        "agent": 65
      },
      "dataReadinessPenalty": {
        "low": 20,
        "medium": 5,
        "high": 0
      },
      "regulatoryPenalty": {
        "none": 0,
        "low": 0,
        "medium": 6,
        "high": 12
      },
      "perExtraSystemPenalty": 4
    },
    "prioritization": {
      "valueCapAnnual": 150000,
      "valueThreshold": 50,
      "effortThreshold": 50,
      "maxPaybackMonths": 18
    },
    "simulation": {
      "iterations": 5000,
      "seed": 42
    }
  }
}