- name
- app-review-intelligence
- description
- Analyze app store reviews, cluster pain points, detect trend shifts, and map feedback to prioritized product backlog actions.
- metadata
- {"openclaw":{"emoji":"📈"}}
App Review Intelligence
Purpose
Convert raw app reviews into prioritized product insights.
Core capabilities
- ingest and clean app review text
- classify sentiment and topic clusters
- detect recurring pain points and regressions
- map issues to feature requests/bug backlog
- track trend movement week-over-week
Workflow
- Collect review data by period/version.
- Cluster by issue themes.
- Score by frequency, severity, and recency.
- Map to product backlog candidates.
- Output roadmap-ready summary.
Output format
- Top pain-point clusters
- Positive signals and retention drivers
- Priority backlog recommendations
- Release-quality risk signals
Setup
Read setup.md.
Examples
See examples.md.