FeaturesText Analysis
Text Analysis Tools

Text Analysis Tools
for App Store Reviews

Semantic analysis designed specifically for app reviews. Surface common words, phrases and topics — and see exactly what drives your 1 and 5‑star reviews.

iOS App Store Google Play Amazon 14+ sources
Battery Issues
↑ 23%
24 Feature Requests
this month
Mostly Positive
62% positive
app.cxorbi.com / text-analysis
Filter by topic, keyword, sentiment… Filters
ReviewPlatformTopic
M. Davis

Battery drain is an issue, but the redesign is excellent.

iOSBattery
P. Kumar

Offline mode keeps crashing — very frustrating.

AndroidBug
T. Brown

Love the new search — fast and intuitive.

iOSPraise
By the numbers
0+
hrs/week saved

Cxorbi reads every review, analyzes it, and automatically categorizes it in the background.

0K+
Tags created by users

Users have created over 32,000 Tags to manually categorize reviews and power their product roadmaps.

0K+
Custom Topics tracked

Cxorbi automatically analyzes new reviews against 23,000+ custom keyword clusters.

App Store · v3.4.1 · English4 topics

The ONE drawback and suggestion I have is a home button somewhere in the app! When deep in the app it gets cumbersome to go back. Also the battery drains quite fast, but otherwise I LOVE your app!

# Battery# Navigation# Feature Request# Usability

Keyword Highlighting

Understand app feedback at a glance

Cxorbi automatically highlights the words and phrases driving customer sentiment — without you reading a single review manually. Hover over any word to reveal its topic tag.

  • Words and phrases auto-highlighted by sentiment
  • Click any topic to drill into matching reviews
  • Track keyword trends over time and by version
  • Export annotated reviews to your team's tools

Sentiment Breakdown

Semantic analysis, built for app reviews

Generic NLP tools aren't designed for app reviews. Cxorbi handles emoji, abbreviations, and unconventional language with purpose-built models trained on millions of real reviews.

  • What drives sentiment for our latest feature?
  • What are the most common topics in 1-star reviews?
  • How do customers feel about our new design?
  • What are our most popular feature requests?
Release v1.2.1
Sentiment · All platforms
↑ Improving
Positive
58%
Mixed
5%
Neutral
8%
Negative
29%

By Platform

iOS
62%
Google Play
48%
Amazon
71%
Text Analysis DashboardLast 7 days
Time Sensitive
Mention of "Bugs" increasing
↑ 34%
M
T
W
T
F
S
S
Topic
ReviewsTrend
Battery Drain847+23%
UI Design1,240+41%
Offline Mode612+8%
Feature Requests934+17%
Performance388−12%
Star rating increased by 0.4★
After addressing Battery topic
+0.4

Topic Intelligence

Make sense of your unstructured feedback

Our AI automatically classifies the unstructured text in your reviews — finding common keywords, trending themes, and flagging time-sensitive issues before they escalate.

  • Sentiment
  • Keywords
  • Common Phrases
  • Trending Topics & Tags
  • Emotional analysis
  • ... and much more
Features

Every text analysis tool you need

Purpose-built for app reviews. Every tool surfaces the insights that move your star rating.

Keywords & Phrases

Discover the exact words dominating your reviews. Spot vocabulary shifts across versions.

Topics & Tags

Auto-cluster reviews into topics. Create custom tags to categorize feedback your way.

AI Semantic Analysis

Purpose-built NLP trained on app reviews — handles emoji, slang, and abbreviations.

Trending Topic Alerts

Get notified when a topic spikes. Catch complaints before they damage your rating.

Multi-language Support

Analyze reviews in 20+ languages. Understand what drives low ratings in every market.

Custom Topic Monitoring

Define keyword clusters to monitor exactly what matters to your product team.

Ready to start?

Fits right into your workflow

Free plan availableNo credit card requiredSetup in under 10 minutes