How to Do Competitor Research (Without Wasting Three Weeks on It)
To do competitor research, you list the products people compare you to, collect their public evidence (pricing pages, changelogs, app store reviews, support...
ChatGPT·Google Play
3 product opportunities discovered from ChatGPT user pain points
Review2Idea collects user reviews from app stores, clusters pain points using AI embeddings, and evaluates product opportunities through multiple AI cognitive frameworks (modeled after well-known innovators). Scores represent AI-assessed potential, not financial advice.
Based on 300 reviews · Avg rating 1.0★
Downloaded it after reading the good reviews, it asks for permissions it has no reason to need. The reviews here do not match my experience at all. Fix it please.
AKTAÇ ocak · Aug 7, 2026
Tried everything, reinstall included, but it asks for permissions it has no reason to need. The reviews here do not match my experience at all. Not recommended.
Gabriel Wayment · Aug 7, 2026
Gave it another chance after the update, there are too many ads to make it usable. There is no way to report a bug from inside the app. Do not waste your time.
Elmer Relkin · Aug 7, 2026
Installed it this morning, it freezes after a few seconds and never recovers. The reviews here do not match my experience at all. Will change the rating once it is fixed.
Sung Moosbrugger · Aug 7, 2026
Not sure what the good reviews are about, it freezes after a few seconds and never recovers. The reviews here do not match my experience at all. Do not waste your time.
Mitchel Austerberry · Aug 7, 2026
Gave it another chance after the update, it freezes after a few seconds and never recovers. The reviews here do not match my experience at all. Fix it please.
Kayhan Filiz · Aug 7, 2026
Tried everything, reinstall included, but it is slower than doing the same thing by hand. The last three updates changed nothing. Will change the rating once it is fixed.
Chong Dombroski · Aug 7, 2026
Had it installed for a week, it is slower than doing the same thing by hand. There is no way to report a bug from inside the app. Will change the rating once it is fixed.
Rich Schreck · Aug 7, 2026
Used it for about ten minutes, it does not do the one thing it promises. The last three updates changed nothing. Will change the rating once it is fixed.
Isaac Avilez · Aug 7, 2026
Not sure what the good reviews are about, it logged me out and now it will not let me back in. The reviews here do not match my experience at all. Will change the rating once it is fixed.
Sebastien Wun · Aug 7, 2026
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Analyze your own app reviews and find validated product opportunities in minutes.
Evaluations are AI-generated using publicly available cognitive frameworks and do not represent the actual opinions of the individuals referenced.
To do competitor research, you list the products people compare you to, collect their public evidence (pricing pages, changelogs, app store reviews, support...
If you want to know how to find customer pain points, the short answer is: go where people already complain, then read enough complaints that patterns show u...
Review analysis is the practice of collecting customer reviews, tagging each one by topic and sentiment, then counting those tags so you can tell the differe...
To turn app reviews into product ideas, you read the 2- and 3-star reviews of apps in a category you understand, tag the recurring complaints, and then ask w...
App reviews for product ideas means mining public 1–3 star reviews of existing apps to find complaints people repeat often enough that someone would pay to m...
Market research for app idea validation means finding out whether real people already have the problem you're planning to solve, and whether they're already...