Where the buying flow shifted
AI can recommend subscription plans, but users mostly care about recovery clarity.
Clear stop/cancel processes reduce churn anxiety and support workload.
Do not trust one metric
The signal matters when it clarifies the buying path, not when it adds another isolated commerce feature.
Check the transaction boundary
- Publish explicit 48-hour, 7-day, and dispute handling timelines
- Keep the test narrow: one priority product or checkout flow before expanding recommendation, authorization, payment, and support work
What still needs proof
Unclear cancellation policies increase support cost and churn. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.