App Review Intelligence

Analyze app store reviews, cluster pain points, detect trend shifts, and map feedback to prioritized product backlog actions.

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

1. Collect review data by period/version.
2. Cluster by issue themes.
3. Score by frequency, severity, and recency.
4. Map to product backlog candidates.
5. Output roadmap-ready summary.

Output format

1. Top pain-point clusters
2. Positive signals and retention drivers
3. Priority backlog recommendations
4. Release-quality risk signals

Setup

Read setup.md.

Examples

See examples.md.