A tool that finds why people leave an app from reviews

An early tool reads a few hundred app reviews and pulls out the main problems that make people stop using an app. Each problem is shown with a real review quote, so the reason can be checked against the user’s own words. It has been tested on several apps, with Finch as the clearest example.

Finch, a large self-care app, started receiving many negative reviews, and most of the complaints connected back to one June update. The Finch case has been written up separately, and the tool is still being tested to see whether its output is useful or just noisy.

Key points

  • The tool scans hundreds of app reviews for the main reasons leave.
  • It attaches real review to each problem it finds.
  • The clearest test case was Finch, where most complaints pointed to one June update.
  • This can help small app teams react faster to review drops.
  • The output still needs checking because the tool is early.
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