App Issue Map

What it does

AppIssueMap helps you analyse low rating app store reviews to uncover recurring complaints, missing features, and user pain points in competitor apps. Add App Store or Google Play URLs and get clear, actionable insights you can use to prioritise features, differentiate your product, or research a new market without manually reading hundreds of reviews.

Instantly map pain points from App Store and Google Play reviews. AI-powered analysis. Pay once, no subscription.

Paste competitor App Store & Google Play URLs. Our AI mines their low-rating reviews, clusters the pain points, and hands you a prioritized list of features to ship before they do. Most app review tools charge $49+/month. We think that's ridiculous for something you need once in a while. Drop in up to 10 competitor App Store or Google Play links. Mix and match platforms freely. We scrape their low-rating reviews, generate embeddings, cluster the pain points, and rank by severity. Get a prioritized list of competitor weaknesses - ranked issues, severity scores, user quotes - ready to turn into your features. No subscriptions, no recurring charges, no “cancel before your trial ends” games.…from appissuemap.com

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