What is App Issue Map used for?

App Issue Map analyzes competitors' App Store and Google Play reviews with AI and returns a ranked list of the problems their users report. It is a good fit for finding gaps in competitors' apps before building, prioritizing features from user complaints and running a one-off competitor audit.

How much does App Issue Map cost?

App Issue Map is a paid product with no free plan. One-time payment per report with no subscription; reports start from $5.

Is App Issue Map open source?

No. App Issue Map is proprietary (closed-source) software and can't be self-hosted. In the Marketing & SEO category, open-source options include Dub, OpenSEO and YOURLS.

What are some alternatives to App Issue Map?

App Issue Map competes with Sensor Tower and ASO Meter.

App Issue Map: features, pricing and alternatives

About App Issue Map

App Issue Map is a competitor research tool for app makers. You paste up to ten App Store or Google Play links, and the service collects low-rating reviews, groups them into clusters of related complaints using embeddings, and ranks the pain points by severity. The result is a prioritized report of competitor weaknesses with severity scores and user quotes.

The idea is to turn other apps' negative reviews into feature ideas for your own product. Reports stay in your dashboard permanently. The vendor contrasts this with review-analysis tools that charge a recurring monthly fee, and sells reports individually instead. App Issue Map is a commercial, hosted product with a one-time payment per report and no subscription. Reports start from $5.

Key features

Accepts up to ten competitor store links
Works with App Store and Google Play
Clusters complaints from low-rating reviews
Ranks issues by severity
Includes user quotes in reports
Reports stay in your dashboard

Good fit for

→Finding gaps in competitors' apps before building
→Prioritizing features from user complaints
→Running a one-off competitor audit

Tags: app-reviews; competitor-analysis; app-store; google-play; market-research; review-analysis

App Issue Map: questions and answers

What is App Issue Map used for?: App Issue Map analyzes competitors' App Store and Google Play reviews with AI and returns a ranked list of the problems their users report. It is a good fit for finding gaps in competitors' apps before building, prioritizing features from user complaints and running a one-off competitor audit.
How much does App Issue Map cost?: App Issue Map is a paid product with no free plan. One-time payment per report with no subscription; reports start from $5.
Is App Issue Map open source?: No. App Issue Map is proprietary (closed-source) software and can't be self-hosted. In the Marketing & SEO category, open-source options include Dub, OpenSEO and YOURLS.
What are some alternatives to App Issue Map?: App Issue Map competes with Sensor Tower and ASO Meter.