AppReview.ai

AppReview.ai is an AI-powered tool that analyzes App Store and Google Play reviews to surface the issues hurting rating and retention and to prioritize exactly what to fix next.

What is AppReview.ai?

AppReview.ai is an AI-powered app review analysis tool that takes app identifiers (numeric ID for iOS, package name for Android) and platform selection as input and produces a prioritized list of issues, recurring requests, and action plans as output. It runs as a web application and requires no credit card to start. The tool is designed to help mobile app developers understand user feedback, track sentiment trends, and improve their apps.

Key Features

• Sentiment Analysis — Automatically clusters feedback and ranks the highest-impact issues affecting rating and retention.
• Trend Tracking — Monitors changes in sentiment, topics, and ratings over time to measure whether shipped fixes are working.
• Actionable Insights — Every insight includes user evidence, impact level, and clear next steps for product management, engineering, and support teams.
• Multi-platform Support — Works with both Apple App Store (numeric ID) and Google Play Store (package name).
• Prioritized Roadmaps — Generates a 1-day / 1-week / 1-month execution plan based on the most critical issues.
• What Drives Growth — Identifies top loved features, experience highlights, differentiators, and keep/scale recommendations.
• Free Baseline Analysis — One free analysis with a baseline summary; upgrade unlocks history, exports, and recurring intelligence reports.

Who is it for?

• Indie Developers — Save hours each week by skipping manual review triage and focusing on the highest-impact fixes.
• Product Managers — Align roadmap priorities with real user pain points quickly, backed by user evidence and impact levels.
• Support & Ops Teams — Catch repeated complaints early and close the feedback loop faster with automated clustering and trend alerts.

What can you do with AppReview.ai?

• Identify critical issues — Get a P0 issue list of the top risks hurting your app's rating and retention, with evidence from user reviews.
• Understand what users love — Discover top loved features and experience highlights to preserve and amplify.
• Plan your next sprint — Use the 1-day / 1-week / 1-month prioritized roadmap to assign tasks to engineering, PM, and support.

How does AppReview.ai work?

1. Enter your app's identifier — the numeric App Store ID for iOS or package name for Google Play.
2. Select your platform (iOS or Android).
3. The AI analyzes recent reviews and generates a report within minutes, clustering feedback into actionable insights and prioritization.

Pricing

AppReview.ai offers a freemium model. The free plan includes one full app analysis and a baseline summary. To unlock historical data, exports, and recurring intelligence reports, users can upgrade to a paid plan.

FAQ

Is AppReview.ai free to start?

Yes, the free plan provides one app analysis with a baseline summary. No credit card is required to begin.

What platforms does AppReview.ai support?

It supports both Apple App Store (using the numeric ID) and Google Play Store (using the package name) for iOS and Android apps respectively.

What do I need to get started?

You only need your app's identifier — the numeric App Store ID for iOS or the package name for Android — and to select the platform. The analysis runs in minutes.

Can I track changes over time?

Yes, the paid plan includes trend tracking across sentiment, topics, and ratings to measure the impact of shipped fixes.