App review analysis

Every app review read, sorted and answered

AppGoat turns your App Store and Google Play reviews into the top issues with trends per version, files them as GitHub issues without duplicates, and drafts a specific reply to every unanswered review. Your agent does the work; you approve what gets posted.

Stores
App Store + Google Play
Insights
Issues, topics per version, weekly sentiment
Replies
Dry run + guardrails, then your approval
Issues
One GitHub issue per problem
Review intelligence

Know what users complain about, and since which version

Review insights group reviews into issues and topics with trends and sample quotes, broken down per app version, plus weekly sentiment. Spot a regression the day after a release instead of at the next rating drop. It works for any app, including your competitors.

Top issues

Crashes, paywall confusion, missing features: ranked by volume, with how they trend.

Per version

Topics per release, so you see what an update fixed and what it broke.

Competitor reviews

Read what users of competing apps ask for: the cheapest feature research there is.

Reviews to GitHub issues

Turn negative reviews into tickets, without duplicates

The reviews-to-GitHub-issues playbook reads recent 1–3★ reviews, groups them into problems and keeps exactly one issue per problem up to date: new reviews become comments, closed issues reopen when a newer version gets the same complaint. Reviewer names and personal data are never copied.

Reply to every review

A real reply to every unanswered review

Your agent drafts a short reply in your app’s voice to each unanswered review: it addresses the reviewer’s actual points, never promises dates, refunds or features you did not confirm, and stays inside the store limits. Each reply is a dry run with guardrail scores for policy, tone and claims. Only the ones you approve are posted through App Store Connect or Play Console.

How it works

From reviews to answers in four steps

  1. Connect your agent

    Add the AppGoat MCP server to Claude, ChatGPT or Cursor. Reading reviews and insights needs only a free account.

  2. Ask what users say

    “What are the top complaints since 4.2?” The agent reads the insights and quotes the reviews behind them.

  3. Connect your store account

    To post replies, connect App Store Connect or Play Console. To file issues, give the agent GitHub access.

  4. Approve and automate

    Approve replies in the chat or the dashboard. Run both playbooks daily as a routine or a GitHub Action.

Frequently
asked questions

Can't find it? Email us, a human answers.

Reading every user review of an app and turning them into a short list of problems and requests, with how often each comes up, whether it is growing and which app version it started with. AppGoat does this for the App Store and Google Play, for your app and any competitor.

Yes, with you in the loop. The reply playbook drafts each reply, checks it with guardrails (policy, tone, unconfirmed claims), and posts only the replies you approve through your connected App Store Connect or Play Console account.

Replying to negative reviews with a specific fix often wins back a rating, and both stores show your replies publicly. The playbook skips spam and abusive reviews and lists them for you instead.

Yes. Insights and replies work for both stores. Google Play replies are kept under its 350-character limit.

Review insights cost 25 credits per app, a page of reviews 1 credit. The reply playbook takes about 1–3 credits per run plus 1 per posted reply. The free plan includes 250 credits a month.

Get started

Let your agent read every review

Free plan with 250 credits a month, no credit card. Connect your agent and ask what your users are saying.