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Sunbeam

App Store review analysis, in minutes

Drop your App Store or Play Store URL. Sunbeam clusters thousands of reviews into themes, scores each one by impact on your rating, and shows you what's actually costing you stars.

Free tier. No card. No sales call.

Play Store rating

4.4

↓ 0.2

Crashes on launch since v5.1

Google Play 284

Two new crash signatures appeared in the fortnight after the 12 April release, concentrated on older Pixel devices. Dragged your Play Store rating from 4.6 to 4.4.

  • Opens for two seconds then dies. Can't even get past the splash screen since the update. - Play Store, 1 star

Checkout hangs on iOS 18.4

App Store 96

Pay button spins indefinitely after confirming. Users give up, try again later, and end up with duplicate orders. Only appears on iOS 18.4 devices.

  • Paid three times for the same thing because the app kept freezing on pay. Refund took a week. - App Store, 1 star

Trusted by teams that listen

  • Stockmann
  • Nuuday
  • Lloyds
  • Strawberry
  • Zoopla
  • Sunrise

Themes you didn't know to look for.

Rule-based tools find what you wrote a rule for. Sunbeam surfaces what's there, including themes that didn't exist last month because the redesign hadn't shipped yet.

Themes ranked by what's moving your rating.

Volume tells you what's loud. Sentiment tells you who's annoyed. Neither tells you what's actually costing you stars. Sunbeam ranks themes by the rating delta they explain.

Five minutes from URL to dashboard.

No SDK to embed. No taxonomy to define. No demo to book. Paste a public App Store or Play Store URL and Sunbeam pulls the reviews, clusters them, and hands you a dashboard.

How it works.

Step 1

Paste your URL.

Any public app, any country store, any review volume from a hundred upwards.

Step 2

Sunbeam pulls and clusters.

Reviews are pulled and clustered by meaning. Usually takes about five minutes. No setup, no taxonomy to write.

Step 3

You get a dashboard.

Themes ranked by impact on rating. Verbatims under each one. iOS and Android side by side, so you can see where the same complaint hits both stores and where it only hits one.

Most review tools count what's already labelled.

Keyword rules find what you told them to find. New issues, new asks, new patterns from a product update sit in the noise until someone reads enough reviews to spot them. The themes you most need to see are the ones nobody wrote a rule for yet.

Sunbeam reads the reviews and tells you what's there.

No rules to write. No taxonomy to maintain. A redesign people hate. A feature people are asking for. A bug from last week's update. Each one lands as a theme without anyone configuring it, on the first analysis pass.

Free tier. No card, no sales call. Built for teams who'd rather see results than book a demo.

Try it on your own data.