The Measurement Framework

A pilot that ends with "it went pretty well" has produced anecdote, not conviction. Anecdote is useful for testimonials. It is useless for board presentations, sponsor briefings, or expansion decisions. The measurement framework is defined before the pilot starts — what you are measuring, how you are measuring it, what baseline you are comparing it against, and what threshold constitutes success. All four must be defined before the pilot begins. The measurement framework that is defined after the pilot produces the outcome you wanted is not a framework — it is a rationalization.

{
  "pilot_name": "AI-Assisted Claims Processing — Claims Operations Team",
  "pilot_duration": "10 weeks",
  "pilot_population": 45,
  "measurement_framework": {
    "primary_metrics": [
      {
        "metric": "Average claim processing time",
        "baseline": "47 minutes per claim (measured over 4 weeks pre-pilot)",
        "target": "30 minutes per claim (36% reduction)",
        "success_threshold": "25% reduction minimum",
        "measurement_method": "System timestamp: claim opened to claim submitted"
      },
      {
        "metric": "Claim error rate",
        "baseline": "8.3% error rate requiring correction",
        "target": "4% error rate",
        "success_threshold": "Below 6% error rate",
        "measurement_method": "Quality review audit: weekly 10% sample"
      }
    ],
    "secondary_metrics": [
      {
        "metric": "User adoption rate",
        "target": "70% of pilot participants using AI assist on >50% of claims by week 6",
        "measurement_method": "System usage logs"
      },
      {
        "metric": "User sentiment",
        "target": "Net positive sentiment in weekly pulse survey",
        "measurement_method": "3-question weekly pulse: useful / time-saving / would recommend"
      }
    ],
    "success_declaration": "Pilot declared successful if primary metrics both meet threshold AND adoption rate target is achieved",
    "decision_owner": "VP Claims Operations + CMO",
    "decision_date": "Week 11 (one week after pilot conclusion)"
  }
}