Customer feedback analysis for mobile app teams

If you ship a mobile app, your most valuable feedback channel is also your most overwhelming: app store reviews. They arrive continuously across two stores, in no particular structure, faster than anyone can read — and buried in them is a precise, unsolicited account of what your users love, what breaks, and why they might leave.

Gisti turns that stream into a roadmap.

The mobile feedback challenge

• Two stores, one product. iOS and Android users hit the same problems and describe them in separate places, so the true size of an issue is split in half.
• Volume buries signal. A popular app gets more reviews than a team can read, and the actionable ones are mixed in with "love it" and "five stars."
• Ratings are a lagging metric. By the time your star average drops, the problem behind it has been in reviews for weeks. The text is the leading indicator.
• Reviews name competitors. Users routinely say what a rival does better or threaten to switch — direct competitive and churn signal you do not want to miss.

How Gisti helps

Sync both stores continuously. Gisti ingests reviews from the Apple App Store and Google Play on a schedule, into one place, with the full record — text, rating, author name, and date — preserved for each review.

Filter by rating, on purpose. Set a rating threshold so the reviews that carry actionable problems drive your analysis, while higher-rated reviews are stored for context and trend tracking without diluting the signal.

Cluster reviews into themes. Instead of reading reviews one by one, Gisti groups them by the problem they describe — a crash on a specific screen, a confusing flow, a missing feature — so a few dozen themes emerge from thousands of reviews, sized by how many distinct users raised each.

Rank into opportunities, with evidence. Themes become a ranked list of opportunities, each linked back to the exact reviews behind it — reviewer name and date intact — so you can read the real words before you build.

Ask your reviews questions. A built-in AI agent lets you query your review corpus in plain language — "what are Android users complaining about since the last release?" — answered from your actual reviews.

A typical workflow

1. Connect your app's App Store and Google Play listings.
2. Set a rating filter so the right reviews feed the analysis.
3. Review the ranked opportunities Gisti produces, opening the underlying reviews for any you want to verify.
4. Ship a fix, then watch the relevant theme — and the rating — respond.

Get started

The Starter plan is free and connects your app's reviews at no cost, indexing 500 items a month. See pricing and start free, or read how to turn app store reviews into a product roadmap for the full method.