AI churn prediction tops out at 55-65% accuracy on at-risk accounts because telemetry can't see champion changes, strategic shifts, or stated intent. The fix: layer conversational AI on top.

Churn reduction isn't a tactic problem — it's a signal-density problem. A 5-pillar playbook for SaaS teams with sub-92% gross retention.