App Store Review Analyzer
Turn any iOS app's one-star reviews into a ranked list of what to build. Paste an App Store link and get complaint themes, real quotes, and CSV exports — free.
Paste the app's App Store link, or just its numeric ID
Free, no sign up. Reads only public App Store reviews — nothing is stored on our servers.
Analysing an Android app instead? Use the Google Play Review Analyzer.
How to find an App Store link
Any of the formats in the table below will work — you don't have to clean the link up first.
On a computer
- 1Open apps.apple.com in any browser and search for the app.
- 2Click the app to open its listing page.
- 3Copy the whole address from the browser's address bar — it contains /id followed by digits.
On an iPhone or iPad
- 1Open the App Store app and find the app.
- 2Tap the share icon near the top right of its listing.
- 3Choose Copy Link, then paste it here.
Example links that all work
https://apps.apple.com/us/app/todoist-to-do-list-planner/id572688855The normal App Store link, straight from the address bar.
https://apps.apple.com/gb/app/todoist/id572688855?uo=4Any country code and extra parameters work — we always scan several countries.
572688855Just the numeric app ID: the digits after /id. Quickest option if you know it.
https://itunes.apple.com/us/app/id572688855The older iTunes-style link still works.
Pasted the other store's link by mistake? We detect it and switch you to the Google Play Review Analyzer automatically — no need to start over.
How It Works
Paste an App Store URL
Drop in the app's App Store link — no account needed.
We scan the reviews
Public reviews are collected across country stores and de-duplicated.
Read the themes
Complaints are ranked by impact, with the quotes behind each one.
Features
Complaints ranked by impact, not just raw count
Optional AI deep-dive with your own API key
Export reviews and themes to CSV, or print a PDF
Adjustable star filter — you define positive and negative
Public review data only; nothing stored on our servers
Free, no sign up, no watermark
Benefits
Find the real gaps
See exactly which failures cost a competitor its ratings before you build.
Prioritise by impact
Upvote-weighted ranking surfaces the complaints users actually rally behind.
Go from data to roadmap
The AI pass converts raw complaints into concrete features to build.
Private by default
No login, no history. Your API key never leaves your browser.
About analysing iOS App Store reviews
iOS reviews skew blunt. Users who paid for an app and hit a wall say so plainly, and those reviews are the clearest signal you can get about where a product actually fails — long before you write any code of your own.
The problem is volume and repetition: the same complaint arrives in a hundred phrasings across a dozen country stores. This tool collects the public reviews, clusters them into themes, and ranks those themes by impact so the real pattern is obvious in a couple of minutes.
Paste an App Store URL to start — the numeric app ID on its own works too. This tool covers iOS only, so nothing in the report is diluted by Android reviews; if you also want the Android picture, run the Google Play analyzer separately and compare the two.
What the report gives you
- Star distribution — how the collected reviews split across one to five stars.
- Sentiment split — the share of negative, neutral and positive reviews, using whichever star ratings you choose.
- Complaint themes ranked by impact — mentions weighted by upvotes, so a widely-backed complaint outranks a one-off.
- The quotes behind each theme — the actual reviews, with rating, upvotes and source store.
- Exports — reviews CSV, themes CSV, or a printable PDF report.
Honest limits
- Apple's public feed serves a hard maximum of 500 reviews per country store, so we scan ten English-language storefronts and de-duplicate. A popular app typically yields 2,000–3,000 reviews; a niche one will yield fewer, because the smaller stores genuinely run out.
- Only English-language storefronts are scanned. Apple's feed has no language parameter, and the theme engine reads English — adding German or French stores would inflate the count without adding anything analysable.
- The feed does not expose upvote counts, so iOS themes are effectively ranked by mention count rather than upvote-weighted impact.
- Each free scan is capped at 3,000 reviews so it finishes in about two minutes. It is a representative sample of recent reviews, not a complete census — if you need the full set, we run deeper analyses of up to 100,000 reviews as a paid service. Email order@onlinemaker.site.
- This tool scans App Store only. To analyse the other platform, use the Google Play Review Analyzer.
- This is for competitive and market research on public data. Extract insights — don't republish other people's reviews as your own content.