Analyze App Store Reviews for UX Issues in Minutes

Paste or import your app store reviews → instantly uncover recurring UX friction, usability failures, and interface pain points

Try it with your data

Paste a URL or customer feedback text. No signup required.

Trustpilot App Store Google Play G2 Intercom Zendesk

Example insights from app store reviews

Onboarding Flow Confusion
"I had no idea where to start. The first screen just threw me in with no guidance and I almost deleted the app immediately."
Navigation & Information Architecture
"Finding the settings menu took me forever. Nothing is where you'd expect it to be — the layout makes zero intuitive sense."
Form & Input Friction
"Every time I try to fill in my details the keyboard covers the text fields and I can't see what I'm typing. Super frustrating."
Gesture & Tap Target Issues
"The buttons are so small I keep hitting the wrong one. I've accidentally deleted things twice now because the icons are crammed together."

What teams usually miss

Low-rated reviews hide high-signal UX patterns

Teams often filter to 1-star reviews looking for rage, but the most actionable UX friction is buried across 2 and 3-star reviews that rarely get read.

UX complaints are mistaken for feature requests

When users say "I wish this was easier," teams log it as a feature ask rather than recognizing it as a usability failure that's already costing retention.

Seasonal and version-specific spikes go undetected

A UX regression introduced in a specific app update creates a sudden cluster of identical complaints that manual review processes are too slow to catch in time.

Decisions you can make from this

Prioritize which onboarding screens to redesign based on the specific steps users describe abandoning or finding confusing in their reviews.

Identify which navigation elements or menu structures to restructure by pinpointing the exact areas users report getting lost or disoriented.

Determine whether a recent app update introduced a UX regression by correlating a spike in usability complaints with a specific release version.

Build a ranked UX fix backlog grounded in review frequency data so your team ships improvements that impact the largest number of frustrated users first.

How it works

  1. 1Upload or paste your data
  2. 2AI groups similar feedback into themes
  3. 3Each insight is backed by real user quotes

Analyze your app store reviews and fix your biggest UX issues faster

Try Usercall Free