Will This Ever Work?How to find app user pain points you can act on
Updated 26 September 2026
A complaint is a place to start. The useful work is finding what happened, who it happened to, and what decision that evidence can actually change.
Start with public reviews from the App Store and Google Play. Review Intel is free and does not require signup.
Start here
Look for a repeated moment of friction, keep the exact review text, and write the problem in the user’s terms. Check whether it appears in your own product before treating it as your roadmap.
Look for the moment, not a sentiment label
“Negative” tells you almost nothing. A review that says a trial charged earlier than expected, another that says setup never finished, and one that says a feature is missing are three different problems. Keep the moment that went wrong: before install, during onboarding, at first use, at payment, after an update, or when asking for help.
For each review, record the app, store, country, date, rating, and the exact sentence that describes the friction. Those details matter when you compare complaints across versions, markets, or apps.
Start with public reviews, then ask what is missing
Review Intel can export up to 500 public written reviews from an App Store or Google Play link through its web tool. Ask Claude or ChatGPT to group complaints by the moment that failed, give the count within the retrieved file, and cite the source reviews. Read those reviews yourself before naming a theme.
Group the reviews by the moment the user got stuck or disappointed. For each group, show the count in this file, source review IDs or dates, and short direct quotes. Separate what the reviewer observed from your guess about the cause. Flag one-off complaints and missing context.
The exported file is a sample of public reviewers, not a record of everyone who tried the app. Apple’s public feed can return a small or unreliable slice. If the tool retrieves only a few reviews, record that gap and look at another store or country before drawing a broad conclusion.
Separate the symptom from a possible fix
“Too expensive” might describe a price the user would never pay. It might also describe a charge they did not expect, a paywall that appeared too early, or value they never reached. Do not turn the first wording into an automatic price cut. Write the observed pain point and the possible explanations on separate lines.
A useful pain-point note
- Observed: the exact user words and where the friction happened.
- Scope: count in this sample, store, country, dates, and known gaps.
- Possible causes: explanations to check, not facts established by the review.
- Next test: what to inspect in your product or ask your own users.
Check it against your own users
A competitor’s reviews can show language and friction in the category. They cannot tell you that your users have the same problem. Check your own support requests, cancellation reasons, usability sessions, or customer conversations where you have them. If you have none yet, use the review language to ask concrete questions rather than pitching your proposed fix.
For the step-by-step competitor sample, use the competitor app review guide. To compare several relevant apps, use the cross-app comparison guide. When public reviews stop being enough, compare those limits with what interviews can reveal before choosing the next research step.