TradepilotUSA KPI Definition Engine

{
  "type": "json",
  "example": {
    "task": "kpi_definition",
    "summary": "Defined five metrics for improving scheduling in a residential door installation business: booking volume, consultation completion rate, staff training effectiveness, process assessment findings, and ",
    "artifact": "Illustrative excerpt from a synthetic provider check:\n## Metrics Definition for Scheduling Improvement Project\n\n### 1. Booking Volume\n- **Purpose:** Measure the number of door installation consultations booked to assess demand and scheduling load.\n- **Formula:** Count of consultations booked per week.\n- **Source Requirements:** Appointment booking system or manual logs capturing date and time of each consultation.\n- **Cadence:** Weekly.\n- **Ownership:** Scheduling coordinator or operations manager.\n- **Interpretation Limits:** Does not indicate con",
    "provenance": {
      "source": "buyer_supplied",
      "generated_at": "2026-09-22T14:42:09.958Z",
      "external_research_performed": false
    },
    "request_id": "example_kpi_definition",
    "assumptions": [
      "The company uses some form of appointment booking system or manual logs.",
      "Staff workshops and vendor assessments are part of the improvement project."
    ],
    "evidence_gaps": [
      "Actual booking volume and consultation completion data.",
      "Customer feedback survey results."
    ],
    "requires_human_review": true
  }
}