Discover already told you what content wins on TikTok. It now tells you what apps win in the store, which is the other half of the same question. Ask your Claude to scan a collection and it finds the competitors, measures each one and reads their reviews one by one. No browser and no login: it runs on Apple's public data.
The table sorts by reviews per month instead of total ratings, and that is the whole point. The total is history: an app can carry 15,000+ ratings and have gone silent for months, while the pace shows who is winning users right now. Apps with no reviews in months are set aside instead of mixed in, because treating them as rivals means copying something nobody uses. Open any row and you get its full card: how its recent reviews landed star by star, every price it is testing, its App Store screenshots, what it just shipped in its own words, and the TikTok creators promoting it when your research already found them.
Below the table, What you would have to build: the features almost everyone ships, the ones only one or two have, and the ones reviewers keep asking for that nobody has built. That last list is read from real complaints, so it is the shortest path to a product people were already asking for.
- Competitors ranked by reviews per month, with a trend that separates a launch spike from real growth
- Every subscription price each app is testing, straight from its store listing
- Their release history: what each competitor shipped and how often, so you can see who moves weekly and who has stalled
- Reviews read one by one, not counted by keyword: objections, feature requests and any real harm, with the quotes
- Apps that went quiet flagged separately, including the ones still charging a subscription
- Competitor names are added to your next TikTok run automatically, with extra account budget so your niche searches keep their room