AI Clustering

AI Automatically Groups Reviews by Themes.

Discover what users complain about the most — crashes, UX issues, pricing, bugs, features & more.

app.appreviewsuite.com/analytics/topics
🎨positive
UI/UX
234 mentions
negative
Performance
189 mentions
positive
Features
156 mentions
🐛negative
Bugs
98 mentions
Top Keywords
crashslowloveeasyintuitiveupdatebugfeaturedesignsync
Trending: "dark mode" +45% mentions

Overview

Going through thousands of reviews manually is impossible.

AppReviewSuite uses AI to cluster feedback into understandable categories so product teams can act fast.

AI ClusteringKeyword AnalysisCustom TagsTrend Detection

Key Highlights

Discover what users are talking about

🗂

AI Topic Clustering

Automatic grouping: bugs, payments, login, UI, and more

🔍

Keyword Frequency Mapping

See top words and phrases across all reviews

📌

Custom Tags & Filters

Create and save your own categories and filters

🎭

Emotion & Context Tagging

AI tags urgency and emotional context

📝

Export for Roadmap

Export insights for product planning sessions

How It Works

Deep dive into topic analysis

Auto-Clustering

AI identifies repeating themes and segments feedback instantly. No manual categorization needed.

Keyword Cloud

See top words that push negative reviews or praise. Identify what matters most to users.

Custom Topics

Create your own categories — "Onboarding Issues", "Ad Complaints", "Chat Feature" and more.

Product Roadmap Insights

Know what users want → Prioritize features confidently based on real user feedback.

Why It Matters

Use real user voice for product decisions

Improve roadmap alignment with demand

Reduce support load & escalate patterns faster

Identify issues before they become trends

Turn Feedback Into Product Direction

Let AI organize thousands of reviews into actionable themes.