Review Triage — Fix Queue from Your App Reviews

What this does

Review Triage reads your app's recent App Store reviews and returns a prioritised fix queue, a read on what your last release broke, and replies you can paste.

Exactly what it does

• Resolves your app through Apple's public iTunes Search API
• Pulls recent reviews from Apple's public customer reviews feed
• Groups reviews by app version to show where complaints concentrate
• Ranks defects by how often they appear and what they cost the user, weighting crashes and data loss hardest
• Drafts replies within the App Store's 350-character response limit

No API key and no App Store Connect login required. These are Apple's public feeds, which is also why this works on any app, not only your own.

Scope and limits

• Up to 500 reviews per country storefront — Apple's cap (10 pages of 50), applying to every tool using this feed. Up to five storefronts per run.
• The feed returns the most recent reviews. That is what you want when chasing a regression, and a distortion if you want overall sentiment.
• Ratings left without written text do not appear, so the sample average will differ from your App Store average.
• Written reviews skew toward the delighted and the angry.
• iOS only. This feed does not cover Google Play.
• With fewer than about 50 written reviews, results are directional only, and the report will say so.

What you get

1. Health snapshot — rating spread in the sample, share of one and two stars
2. Release impact — average rating by version, worst first, with quotes from the affected release
3. Fix queue — up to seven ranked defects, each with a count, the versions involved, and a quoted review
4. Feature demand — requests grouped and counted, kept separate from defects
5. Churn risk — reviews naming cancellations, refunds, or competitors
6. Reply drafts — four paste-ready responses under 350 characters, one per major negative theme
7. Ship next — one recommendation, with what it will not fix stated plainly
8. Limits of this sample — sample size, storefronts, and what they can support

What this does not do

• It does not post replies for you. It writes them; you paste them.
• It does not access App Store Connect, sales data, crash logs, or analytics.
• It does not diagnose causes in code. It tells you what users report and how often.
• It does not estimate how many reviews are inauthentic. Where a suspicious pattern appears, it is flagged as a caveat without a number attached.