Instrument every workflow with request class, source channel, automation decision, reviewer outcome, resolution time, reopen signal, and estimated unit cost.
Break metrics down by cohort so averages do not hide weak segments. Compare automated, assisted, and fully manual paths.
Report benchmark movement with decision recommendations, not vanity dashboards.