Retention Loop Checklist for Copilot Products

Use this to improve repeated use instead of one-off trials.

• Does first-session output become a reusable artifact?
• Is there a follow-up trigger within 24 hours?
• Can users recover prior context quickly?
• Are errors explained and repairable?
• Do users see progress over time?

Score each item 0–2. Prioritize roadmap by lowest two scores.