Turn App Store reviewsinto the next thing —to fix.
The Review Intelligence Agent ingests every new App Store review across every locale you ship in, uses LLMs to cluster reviews into recurring themes (bugs, missing features, paywall friction), and routes the themes with the most revenue or rating impact into your weekly action plan.
What it does
The Review Intelligence Agent watches the new-review feed from App Store Connect across every locale you publish in. It uses LLMs to extract structured signals from each review — sentiment, mentioned features, mentioned competitors, suspected bug reports.
It clusters reviews into recurring themes ("paywall too aggressive on day 1", "lock screen widget crashes on iPad", "users want family sharing") and ranks themes by frequency × star-rating impact.
The top theme each week shows up in your action plan as a specific recommendation: ship the bug fix, write the missing feature, or adjust the paywall. The agent also auto-drafts review responses for the themes that warrant a public reply.
How it works
- 01
Pull new reviews
Reads the new-review feed daily from App Store Connect across every locale you publish in.
- 02
Extract signals with LLMs
For each review, extracts sentiment, features mentioned, competitors mentioned, and whether it reads like a bug report.
- 03
Cluster into themes
Groups semantically similar reviews into themes with example quotes you can read in seconds.
- 04
Rank by impact
Scores each theme by frequency × average star rating × inferred revenue impact, then surfaces the top theme in your weekly plan.
- 05
Draft responses
Auto-drafts public review responses for themes that warrant a reply — you review and post.
Sample weekly recommendation
"'Trial paywall appears too soon' is now your #1 review theme — 31 reviews in the last 14 days, average 1.8 stars, all from US/UK users on the latest version. Recommended fix: delay paywall until day 2 or after key action completion. Expected rating lift on this cohort: +0.4 stars over 30 days."
Integrations and pricing tier
Integrations used
- › App Store Connect
Tier required
Available on all tiers. Auto-response posting on Growth and Studio.
Frequently asked questions
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