Calibrating Save Offers to Risk Bands

Not every at-risk user needs a discount. High-engagement subscribers who hit a billing glitch need a fix and a calm apology. Low-engagement free-trial converts may need product education before price. Deeply disengaged accounts may not be worth a heavy save offer at all.

Map risk bands to response types: product nudge, human outreach, light incentive, or no action. Measure save-rate and margin impact per band. Retire responses that buy temporary retention at a permanent cost.

Churn prediction analytics only matter when the playbook is as careful as the score.