Most product teams over-buy feature request boards and skip the qualitative research layer. A 4-category buyer's guide for AI product feedback tools in 2026.

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.