{
  "resource": "AI economics control plane kit",
  "fields": {
    "workflowClass": "Workflow or task class under review.",
    "cohort": "User, team, customer, region, or risk segment.",
    "baselineCost": "Current-state cost before AI-assisted workflow launch.",
    "adoptionRate": "Share of eligible work routed through the AI workflow.",
    "cleanCompletionRate": "Completed outcomes without reopen, manual rescue, or downstream rework.",
    "costPerCompletedOutcome": "All-in cost per resolved workflow outcome.",
    "reviewerEffortMinutes": "Human review effort required per completed outcome.",
    "exceptionRecoveryCost": "Cost of resolving exceptions created or routed by the workflow.",
    "qualitySignal": ["accepted", "reopened", "escalated", "manual_rescue", "policy_exception"],
    "scaleDecision": ["expand", "tune", "hold", "retire"]
  },
  "reviewCadence": "monthly",
  "decisionRule": "Scale only when adoption, unit economics, quality, risk, and control cost are visible by cohort."
}