App review analysis that turns reviews into a to-do list
Pick any App Store or Google Play app, yours or a competitor's. We pull its recent reviews, and AI groups a balanced sample into what users love, what they complain about, the features they keep asking for, and the openings a rival could take.
Duolingo
150 reviews analyzed
Top themes
Lessons are fun and effective
128 mentions
Streaks keep me motivated
94 mentions
Too many ads on the free tier
61 mentions
Hearts / lives system frustrating
43 mentions
App review analysis means finding the patterns across an app's reviews instead of reading them one by one. ReachFront's Review Intelligence collects an app's recent reviews from the App Store or Google Play, then has AI read a balanced sample of up to 150 (30 per star level, favouring recent, detailed reviews). It returns the sentiment split, 3 to 8 positive and 3 to 8 negative themes with mention counts and quotes tied to real reviews, up to 8 feature requests, sentiment by product area with a trend, and 2 to 4 market opportunities. It also drafts replies to individual reviews that you copy and post.
From raw reviews to priorities in three steps
What is app review analysis?
An app's reviews are a running focus group, but read one at a time they are noise. Review analysis finds the patterns: the complaint that keeps coming back, the feature people keep requesting, the praise that tells you what to protect.
Sampling matters. The newest page of reviews is usually dominated by whatever happened this week. Review Intelligence takes up to 30 reviews from each star level, favouring recent and detailed ones, so each rating band is heard.
It works the same on a competitor. Their reviews are public, and the themes their users complain about are openings you can build and market against. Every theme comes with quotes from real reviews, so you can check the AI's reading yourself.
Part of a review analysis
Four themes from an analysis of a habit tracker's Google Play reviews.
| Theme | Type | Mentions in sample | Trend |
|---|---|---|---|
| Streak resets after a missed day feel punishing | Complaint | 23 | Rising |
| Widgets for the home screen | Feature request | 17 | Rising |
| Clean, calm design | Praise | 31 | Stable |
| Sync fails between phone and tablet | Bug | 9 | Declining |
Reading reviews by hand vs. with Review Intelligence
| By hand | With Review Intelligence | |
|---|---|---|
| Sample | Skim the newest page and hope it is representative. | Up to 150 reviews, 30 per star level, favouring recent and detailed ones. |
| Themes | Try to remember which complaints keep coming up. | Themes with mention counts and real quotes. |
| Feature requests | Scattered across hundreds of reviews. | Up to 8 requests, ranked by how often they appear. |
| Competitors | Reading a rival's reviews is a research project. | Paste their listing and get the same analysis. |
| Replies | Write every reply from scratch. | A draft for each review that you edit and post. |
What the analysis surfaces
The structure hidden in a pile of reviews, with the quotes to back it up.
Who Review Intelligence is for
Anyone who wants the roadmap and listing to follow what users actually say.
Review Intelligence at a glance
- Review Intelligence works on any public App Store or Google Play listing, yours or a competitor's.
- AI reads a balanced sample of up to 150 reviews, 30 per star level.
- Theme counts and quotes are tied back to the actual reviews they came from.
- Reply drafts are copied and posted by you; nothing is posted to the store automatically.
Review Intelligence, answered
Which stores does it work on?
The App Store and Google Play. Choose your own app or paste any public listing URL.
How many reviews does it analyze?
It collects the app's recent reviews, then AI reads a balanced sample of up to 150: 30 from each star level, favouring recent and detailed reviews. The overall rating split is computed from every review collected.
What does the analysis produce?
The sentiment split, positive and negative themes with counts and quotes, up to 8 feature requests, sentiment by product area with a trend, strengths, weaknesses, rising issues, and 2 to 4 market opportunities.
Can I analyze a competitor's reviews?
Yes. Their reviews are public, so paste their listing and the analysis is framed around where their users are unhappy and what you could do better.
Does it reply to reviews for me?
No. It drafts a reply for any review you pick; you copy it and post it yourself in App Store Connect or Play Console.
How current is the analysis?
It uses the reviews available when you run it. Run it again after a release to see how the themes moved.
How much does Review Intelligence cost, and is there a free trial?
Review Intelligence is part of ReachFront Max, which is $19 a month (or $15 a month billed annually). Max monthly starts with a 7-day free trial for first-time subscribers: we take your card at checkout, charge nothing for 7 days, and the first payment comes on day 8 unless you cancel before then. Max includes 3 analyses a month (Studio 10). Studio is $49 a month for higher limits and more apps.
Free tools and guides for this job
- Free Google Play rating checker. Any app's live rating and full 1 to 5 star breakdown, no account.
- Free ASO checker. Its trust checks score your rating and rating volume.
- App Store Optimization guide. How ratings and reviews feed ranking and conversion.
- How to validate an app idea. Using rival apps' reviews as evidence of demand.
Analyze your app reviews
Run your first review analysis on any app today. Max monthly is free for 7 days: your card is taken at checkout and nothing is charged if you cancel before day 8.