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

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.