Reviews analyzer

What people actually say across every tracked storefront, and a verdict on whether it is safe to send paid traffic to this listing.

Reviews are read from up to six storefronts for every tracked app: up to a hundred recent reviews per storefront on the App Store, from Apple’s own public feed, and the handful of recent reviews Google embeds in a Play listing page itself, since Play publishes no separate review feed.

The rating floor

Each storefront is checked against a 4.5-star floor, the rough line below which paid traffic tends to convert worse than the spend deserves. A storefront needs at least eight recent reviews before a verdict is shown — below that, a single angry review would swing the average further than eight reviews warrant, so the verdict is withheld rather than shown on a sample too small to trust.

AI review summary

A written summary — what people like, what they don’t, and who the app is for — is generated from the same reviews and refreshed roughly every two weeks by the background collector, not on demand: it is primed ahead of time so opening the page never waits on generation. It is a Standard+ feature.

Complaint themes

Recurring complaints are pulled from one- and two-star text by phrase frequency — pattern matching, not AI — so "they keep charging me" surfaces as one billing theme instead of forty separate reviews. A theme needs at least two matching reviews to surface at all.

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