Stop Building Blind.
Analyse thousands of App Store and Google Play reviews instantly. Discover what users love, hate, and want, before writing a single line of code.
Most apps are built on guesswork.
Every day, users leave thousands of reviews in the App Store and Google Play.
Inside those reviews are feature requests, complaints, and ideas that could shape your product roadmap.
But finding those insights manually is nearly impossible.
AppReviewLens extracts the signal from the noise.
App crashes every time I open it. Waste of storage.
Too many ads. Can't even use basic features without paying.
Please add offline mode!! I need this for commuting.
Would be great if it had dark mode and better search.
App stability and crashes
Offline mode (mentioned 847x)
Dark mode support
Users want the product but hate the ads
From search to insight
in three steps.
No setup, no integrations, no waiting. Search any app and get actionable product intelligence immediately.
Search
Find any app across the App Store and Google Play. Competitors are surfaced automatically.
Analyse
AI reads hundreds of real reviews and extracts what users love, hate, and request. In seconds.
Build
Use validated insights to find feature gaps, underserved markets, and real product opportunities.
Turn thousands of reviews into
product insights.
Our AI reads hundreds of real user reviews and clusters them into clear themes: what users love, what frustrates them, and an overall sentiment score. In seconds, not weeks.
See exactly what keeps users coming back. The features and experiences they mention most positively.
Identify the pain points driving users away. These are opportunities for a better product.
One score that tells you how users really feel about an app.
Discover features users already want.
Build what users already want. Stop guessing which features to prioritise. Let real user feedback guide your roadmap.
Find and compare competitors instantly.
Search for any app and AppReviewLens automatically surfaces competitors in the same category. Compare products side-by-side and understand the full market landscape.
- Search by app name, keyword, or category
- Competitors surfaced automatically
- iOS and Android results side by side
- Analyse any app with one click
Search “TikTok” and also see Instagram, Snapchat, YouTube
Spot underserved markets.
Compare sentiment across entire app categories. Markets with low satisfaction and high demand are where the biggest startup opportunities hide.
Sudoku apps
12.4K reviews analysedHabit trackers
28.1K reviews analysedPhoto editors
41.7K reviews analysedValidate your app idea
before building.
Don't write a single line of code before researching what users actually want. Analyse real app reviews to discover validated product opportunities.
Research competitors
Search any app category to see what existing apps get right and wrong. Analyse thousands of real user reviews instantly.
Find feature gaps
Discover what users are asking for that no one is building. These unmet needs are your product opportunity.
Build with confidence
Use real user data to prioritise features. Ship the product users are already requesting.
Popular apps that users hate
Find proven markets where users want the product but hate the execution.
Explore popular app categories
Browse curated category analyses to find your next opportunity.
Users tell you exactly what they want.
Most companies ignore them.
App reviews are the largest public dataset of unfiltered user feedback on the planet.
Every complaint is a product opportunity. Every feature request is a validated idea. Every frustrated user is a potential customer for something better.
Smart founders read the reviews first.
“Crashes every time I try to log a workout. Completely unusable.”
Sarah M.“They removed the free features and put everything behind a paywall. Uninstalled.”
James K.“Way too many ads. I can't even crop a photo without watching a 30 second video.”
Maria L.“No offline mode. What's the point of a to-do app that needs internet?”
David R.“The UI is so confusing. Took me 10 minutes just to add a recipe.”
Emily W.“Battery drain is insane. Lost 40% overnight with this running.”
Alex T.“Forces you to create an account just to see the app. No thanks.”
Chris P.“Lost all my notes after the last update. No backup, no recovery. Terrible.”
Nina S.“Crashes every time I try to log a workout. Completely unusable.”
Sarah M.“They removed the free features and put everything behind a paywall. Uninstalled.”
James K.“Way too many ads. I can't even crop a photo without watching a 30 second video.”
Maria L.“No offline mode. What's the point of a to-do app that needs internet?”
David R.“The UI is so confusing. Took me 10 minutes just to add a recipe.”
Emily W.“Battery drain is insane. Lost 40% overnight with this running.”
Alex T.“Forces you to create an account just to see the app. No thanks.”
Chris P.“Lost all my notes after the last update. No backup, no recovery. Terrible.”
Nina S.Built for builders.
Whether you're validating a startup idea or prioritising your next sprint, real user feedback is your unfair advantage.
Founders
Research competitors, validate demand, and find feature gaps before writing a single line of code. Stop building products nobody asked for.
“We found our niche by reading 1-star reviews of the top 3 competitors.”
Early-stage founderProduct Teams
Use real user feedback to prioritise your roadmap. Know which features to build next based on what users are actually requesting.
“Review analysis replaced our quarterly user surveys. Faster and more honest.”
Product managerIndie Hackers
Find markets where users are frustrated with existing apps. These are proven opportunities with real demand but poor supply.
“Every app I've shipped started with mining competitor reviews for pain points.”
Indie developerSimple, transparent pricing.
Start free with 5 searches. Upgrade when you need unlimited access and deeper analysis.
Pro
For serious builders.
~$12.42/mo
- Unlimited searches
- Full review analysis
- Full sentiment breakdown
- “Users Love” and “Users Hate” insights
- Feature request detection
- Competitor discovery
- Market research insights
No credit card required to start. Cancel anytime.
Stop guessing.
Start building what users want.
Before building your next app, read the reviews. Join founders and product teams who validate ideas with real user data.
Free to start. No credit card required.