Analytics

An app review analytics dashboard for both stores

See review volume, average rating, rating distribution and how fast your team replies, across your App Store and Google Play apps, built from your synced review history.

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Every metric on the dashboard

This is the full list. We don't pad it with numbers we can't measure.
Total reviews & growth
How many reviews you received in the last 7 days, 30 days, 90 days or year, and the change vs the period before it.
Average rating
The mean star rating of reviews in the period.
Rating distribution
How many 1, 2, 3, 4 and 5-star reviews you got. A rising 1-star bar is easier to spot than a small dip in the average.
Reviews over time
Review volume charted over the period, to line up spikes with releases.
Reviews by platform
App Store vs Google Play, so you can see when one platform is the problem.
Response rate
The share of reviews that have a developer reply.
Average response time
How long reviews waited for a reply, on average.
Sentiment breakdown
Positive, neutral and negative based on star rating. How it works.

How mobile teams use the dashboard

Pick a time range (last 7 days, 30 days, 90 days or year) and choose which connected apps to include. Every number on the page updates for that selection, and growth is always compared with the period of the same length just before it.

Check a release

After shipping a version, look at reviews over time and the rating distribution for the following days. A jump in volume with more 1- and 2-star reviews usually means something broke. Then go to the review table, filter to 1–2 stars and the right platform, and read what people are saying. If you want those reviews in front of engineering as they arrive, route them to Linear or Slack with a maximum-rating filter.

Keep the reply queue under control

Response rate and average response time are the two numbers support leads usually ask for. If response time grows week over week, the queue is growing faster than the team can answer. Since every role can reply from Review Expert, adding a reviewer to the rotation is a settings change, not a new console login.

Compare platforms

Reviews by platform shows whether a problem is specific to iOS or Android. Combined with the platform filter on the review table, it helps you tell an Android-only crash from a product issue that hits everyone.

Report upward

Total reviews with growth vs the previous period, average rating and response rate fit in a weekly update without exporting anything.

Live today vs coming soon

CapabilityStatus
Volume, growth, average rating, distributionLive
Reviews over time and by platformLive
Response rate and average response timeLive
Rating-based sentiment breakdownLive
Review table filters (rating, platform, date)Live
NLP sentiment from review textComing soon
Keyword and topic extractionComing soon
Query metrics from AI agents (MCP)Early access
What the numbers are based on
Every metric is calculated from the reviews Review Expert has synced from the App Store Connect API, the Google Play Developer API and your Play Console review exports. Star-only ratings that the stores don't expose as reviews are not included, so your average can differ from the rating shown on your store listing.

Frequently asked questions

See your review metrics in one dashboard

Connect an App Store or Google Play app and your history fills the dashboard. 14-day free trial.