Founder guide

Same category is not the same market.

A useful competitor solves the same job with a similar product mechanic and monetization model. Build candidates from feature language, similar listings, and revenue signals, then score the overlap before studying their advertising.

Use three filters

FilterQuestionReject when
JobDoes the app solve the same recurring user problem?The category matches but the desired outcome does not
MechanicDoes the core interaction resemble yours?The app wins through a different product loop
EconomicsDoes it target a similar willingness to pay?A free utility and a premium subscription need different acquisition logic

Build a candidate pool without worshipping charts

  • Extract feature phrases from your title, subtitle, screenshots, and description.
  • Search those phrases in the App Store, then inspect the seller and in-app purchase model.
  • Add editorial similars and relevant top-grossing apps as candidates, not automatic winners.
  • Score feature overlap and genre overlap; use rating volume only as a tiebreaker.

For a photo-based calorie tracker, a generic gym planner shares Health & Fitness but not the same job or mechanic. A photo-based food logger in a smaller chart position can be the more useful advertising reference.

End with a research set, not a vanity list

Keep five to twelve candidates with a one-sentence reason for inclusion. The reason should name the shared job and mechanic. If you cannot write it, remove the app before paying to collect its ads.

Sources

  1. Cal AI - Calorie Tracker on the App StoreFirst-party App Store listing used to identify the product and seller.
  2. Apple App Store chartsApple tool for public storefront chart feeds.