Bring together acquisition source, stage evidence, sales qualification, evaluation questions, purchase state, implementation exceptions, accepted use, support, retention, and customer feedback. Compare patterns across roles and segments only when classification quality permits. Track unknown and missing values. Look for routes that advance activity but produce poor fit, as well as slow routes that produce better-informed decisions. No single metric should override claims, privacy, or customer guardrails.
Refresh when triggers occur, not merely on a calendar. A package change, new product boundary, material policy, repeated objection, changed buyer committee, implementation failure, or sustained classification error may require immediate review. Otherwise, periodic review can examine drift and stale evidence. Archive prior versions and keep public derivatives linked to their authority so a revision can be propagated without creating another content system.