Can we trust the lifecycle history?
The report starts with an executive summary and a timeline view that shows when Lifecycle Stage behaved like buyer progression versus administrative noise.
- Executive summary — funnel thesis Board-readable conclusion, risk, and next action.
- Lifecycle Trust Over Time Month/quarter histogram of reliable, low-confidence, and distorted periods.
- Who changed Lifecycle Stage Workflows, imports, integrations, users, and bulk activity separated from normal movement.