App Issue Map – Analyze competitor app complaints to identify product opportunities

Summary: App Issue Map extracts and groups low-rating app store reviews from competitors to reveal recurring complaints, missing features, and user pain points. It provides actionable insights from App Store or Google Play URLs, enabling prioritization of features and market research without manual review.

What it does

It collects low-rating reviews from competitor apps and organizes them into clear themes like missing features or performance issues, highlighting patterns without relying on sentiment scores or complex metrics.

Who it's for

Indie developers and founders seeking efficient competitor research and user feedback analysis at scale.

Why it matters

It solves the inefficiency of manually reading hundreds of reviews by quickly surfacing consistent user complaints and actionable insights.