Read every review
of any app.
Ship what users want.
Search any app — yours or a competitor's. Get ranked pain points, competitor gaps, and product opportunities. In 30 seconds.
Top Pain Points
Ranked by frequency
- 01Crashes after the latest updateHigh
- 02Paywall hits before any valueHigh
- 03Sync drops between devicesMedium
- 04No offline modeMedium
- 05Onboarding asks too much upfrontLow
Analysis summary
Opportunities
What you get
Everything you need to ship
what users actually want
500 reviews. Stratified sampling. AI-powered analysis. Structured output — not a word cloud.
Ranked pain points
Every complaint, sorted by frequency and severity. With representative quotes so you can feel the user frustration yourself.
Competitor gaps
Your competitors' weaknesses, handed to you on a platter. Build what their users are begging for before they do.
Product opportunities
Specific features to build, ranked by estimated user impact. Cut spec sessions in half with evidence-backed priorities.
12-week trends
Rating and sentiment trajectory week by week. Catch inflection points — a bad update, a viral moment — before they become surprises.
Praises to protect
What users love and would churn if you broke it. Useful insurance before you touch a feature anyone actually depends on.
Review deep dive
Every theme links back to the real reviews behind it. Quote-level evidence for every claim — no hallucinations, no vibes.
The process
From app name to product brief
in under 30 seconds
Search any app
Type any app name — your own, a competitor, or a category leader. We pull from App Store and Google Play across 40+ countries.
We read 500 reviews
Stratified sampling across all star ratings. Our AI finds themes, quotes, frequencies, and severity — not just sentiment scores.
You get a product brief
Pain points, opportunities, competitor gaps, and praises — structured, evidence-backed, and ready to paste into a spec or roadmap.
The highest-signal user research
dataset that already exists.
App store reviews are real users, real pain, real language. The problem was never the data — it was the time it took to process it. We handle that part.
500
reviews per analysis
40+
countries covered
6M+
apps indexed
~30s
to full analysis
From the community
What builders are saying
“I used this before scoping our Q2 roadmap. Found 2 features we hadn't thought of — both ended up being our top-performing releases that quarter.”
“My standard move now before any competitor teardown. I get the full pain-point map in the time it used to take me to scroll through 20 reviews.”
“I pitched a client with their competitor's top complaints, ranked and quoted. Easiest 'you're hired' I've ever gotten.”
Pricing
Free. Forever.
Bring your own key for more.
We use a shared Groq key so you can start instantly. No sign-up, no billing. Hitting limits? Drop in your own API key in under 10 seconds.
Free
- 500 reviews per analysis
- Pain points, ranked
- Competitor gaps
- Product opportunities
- 12-week trend charts
- iOS & Android support
- 40+ countries
- Save to browser
Bring Your Own Key
Add your own API key in Settings. Pick your preferred model and provider. Your key lives in your browser only — never on our servers.
Use ParseMyApp
inside Claude.
Install the MCP server and analyze any app from a Claude conversation. Pair it with Slack, Linear, or Jira to go from review to filed ticket in one message.
01 Collaboration lag on large docs
02 Mobile editor missing blocks
03 Offline sync unreliable
Why I built this
Tools like Bolt, Lovable, and Rork made it possible to ship a mobile app in a weekend. So everyone did.
The App Store got flooded. Thousands of new apps all launching at the same time, all competing for the same users. Most of them built on instinct, not evidence.
The answer was already in the App Store. Half a million reviews, written by real users, describing exactly what they hate and what they'd pay to fix. Nobody was reading them systematically because it takes hours. So I built ParseMyApp to do it in 30 seconds.
— Jordane, builder of ParseMyAppReady?
See what your competitors'
users are begging for.
Free. No account. No credit card. Just type an app name.
Analyze any app →Results in about 30 seconds.