AI Prompt Library
Retention and churn analysis for a subscription app
Analyze user retention, churn patterns, and possible causes from subscription-app metrics.
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ChatGPTClaudeGemini
Prompt
Analyze this subscription app retention data: {metric_export}. Cohort window: {cohort_window}. Subscription model: {subscription_model}. Recent changes: {recent_changes}. Desired output: {desired_output}. Provide observations, churn hypotheses, and experiment ideas.What this prompt does
- Reads retention or subscription metrics and generates observations and hypotheses.
- Suggests test ideas tied to recent product changes.
- Frames findings as hypotheses, not certainty.
Tips for this prompt
- Include {recent_changes} so the model does not invent causes.
- Use consistent {cohort_window} definitions.
- Pair analysis with paywall or onboarding experiments.
How to use the prompt
- Paste {metric_export} with {cohort_window}, {subscription_model}, {recent_changes}, and {desired_output}.
- Validate hypotheses against session replay or support data.
- Prioritize one experiment from the output.
retentionchurnsubscription appanalytics promptproduct metrics{metric_export}{cohort_window}{subscription_model}{recent_changes}{desired_output}
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