App Store Review Analysis

App Store Reviews Tracked and Analyzed Automatically.

See what users love, hate, and want most
in minutes, not spreadsheets.

One dashboard for reviews, topics, trends, alerts, exports, reporting, API and more. Export App Store reviews to CSV, Excel or JSON with one click.

Try it free with one app

Example: https://apps.apple.com/app/example/id123456

4.8/5on G2

Who Uses App Store Review Data?

Teams across the app industry rely on Reviews.ai to turn App Store user feedback into actionable intelligence.

Product Development & Roadmap

Prioritize feature requests and bug fixes based on user impact. Build roadmaps driven by actual user feedback patterns.

Competitive Intelligence

Benchmark your app against competitors in the same category. Identify feature gaps and UX advantages.

Release Monitoring

Track sentiment shifts after each release. Catch regressions and new bugs before ratings tank.

Support Team Enablement

Surface common issues before they flood support channels. Proactively address pain points in FAQs and help docs.

+ Also used by Product Managers, Growth Teams, QA Engineers, and Executive Leadership

How It Works

App Store reviews automatically collected, structured, and ready for insights, reporting, and export.

1
Select Data Sources

Aggregate reviews from Apple App Store across all regions and markets.

Example Sources:

App Store US
App Store UK
App Store EU
2
AI-Powered Ingestion

Our AI processes each App Store review, identifying version-specific feedback and device info.

App Version: 3.2.1
Device: iPhone 15 Pro
Extract Bug Reports
3
Analyze Sentiment & Emotion

Understand iOS user satisfaction and frustration levels across app versions.

Positive
0.0/5
Emotion:Satisfaction
4
Identify Themes & Topics

Categorize App Store reviews into themes like crashes, UI issues, and feature requests.

Top Themes:

App Crashes234 mentions
UI/UX Design187 mentions
Feature Requests156 mentions
5
Chat with Your Data

Ask about App Store reviews by version, device, or feature in natural language.

AI Chat Interface

What issues are iPhone users reporting?

AI Assistant

6
Configure Smart Alerts

Get notified about crash spikes, rating drops, and featured review responses.

Example Alerts:

Crash Spike
Rating Dropped
Featured Review
Version Complaint
7
API Integration

Connect Reviews.ai to your existing tools via our RESTful API and webhooks.

AI Chat Interface

GET /api/v1/reviews/summary

AI Assistant

8
Visualize, Export & Report

Generate iOS-specific dashboards and share insights with your dev team.

App Store Rating by Version

AI Topic Classification

Topics We Track in App Store Reviews

Our AI automatically categorizes every review into app-specific topics, giving you granular insight into what users care about most.

Crashes & Bugs

App stability, crash reports, and technical issues

Performance

Speed, responsiveness, and resource usage

User Interface

Design quality, navigation, and ease of use

Features

Feature requests, missing functionality, and capabilities

Updates

Update frequency, changelog quality, and version improvements

Subscription Value

Pricing fairness, in-app purchases, and subscription worth

Customer Support

Developer responsiveness and issue resolution

Privacy & Security

Data handling, permissions, and privacy concerns

+ Custom topic classification tailored to your specific app features and user segments

Platform Preview

Powerful Dashboard for App Reviews

Everything you need to monitor, analyze, and act on user feedback across all your mobile apps

Word Cloud & Keyword Analysis

Word Cloud & Keyword Analysis

Visualize App Store review keywords like 'crashes', 'battery drain', 'love it' with sentiment breakdown

Plus Many More App Store Features

Our platform includes additional powerful tools to help you improve your app on App Store

Export App Store Reviews
CSV, Excel, JSON, API
Reply to Reviews
App Store Optimization
Version Tracking
Crash Report Correlation
Rating Trend Analysis
Competitor Benchmarking
API Integration
Release Notes Analysis
Reviews

What Our Users Say

See what our customers have to say about us.

G2

4.8 / 5 rating based on user reviews

"Many companies say they 'put the customer at the heart of their business.' But until you can find a way to listen to all that feedback and turn it into better products, you'll never succeed. Reviews.ai helps us listen to far more of our customers than we were before."

Andy
Andy
Senior Manager Social Media, Hoover.com
5.0

"Since 2014 I have managed product reviews for 5+ brands across a dozen+ online marketplaces. Since becoming a Reviews.ai customer in 2016, my team's efforts have been enhanced significantly. The pricing is reasonable for the immense value gained."

Matt
Matt
Reputation Manager
5.0

"When customers voluntarily go online to provide honest feedback on their experience of our products, there is very little reason not to listen to what they have to say. Reviews.ai is a great solution that allows us to tackle most of our retailers in one easy and convenient dashboard."

Kristin
Kristin
E-comm Category Analyst, AmericanTextile.com
5.0

Simple, Transparent Pricing

Pay only for the apps you track. All features included.

1First 5 Apps
$35/app/month

Get started tracking up to 5 apps with full access to all features. iOS + Android included.

14% Off
2After 5 Apps
$30/app/month

Scale your tracking with reduced pricing for every additional app.

Everything included:

Unlimited review sources
Topic & theme extraction
Export to CSV, JSON, Excel
API access
Competitor tracking
AI-powered sentiment analysis
Custom dashboards
Scheduled reports
Email alerts & notifications
Priority support

Personalized demo with a few apps of your choice

1 app free for 14 days, no obligation. Volume discounts available for 20+ apps.

Get a Demo

Frequently Asked Questions

Everything you need to know about Reviews.ai.

Yes! You can export App Store reviews in multiple formats including CSV, Excel, and JSON. Export options are available directly from your dashboard and can be scheduled for automatic delivery to your inbox or integrated systems via API.

Bulk export is available directly from your dashboard. Select a date range, filter by rating or sentiment, and download App Store reviews in CSV, Excel or JSON. You can also set up scheduled exports delivered automatically to your email or via API.

Our AI classifies app reviews into topics like Crashes & Bugs, Performance, User Interface, Feature Requests, Update Quality, Subscription Value, Customer Support, and Privacy & Security. Perfect for understanding what drives app ratings and retention.

Our app clients include product managers prioritizing roadmap items, QA teams tracking bugs by device and OS version, growth teams monitoring sentiment after releases, and support teams identifying common user issues.

Our platform serves diverse teams across organizations: Brand Managers use it to monitor brand health and reputation; Product Developers leverage customer feedback to inform product improvements and new features; Marketing Teams analyze sentiment trends to optimize campaigns; Customer Success teams identify and resolve recurring issues; and Executive Leadership uses dashboards for strategic decision-making and competitive intelligence.

Yes! We have a dedicated data entry team that will locate and set up all your product links across supported platforms at no additional cost to you. Simply provide your product list and we'll handle the rest.

Reviews.ai aggregates reviews from 60+ sources including Amazon, Walmart, Target, Sephora, Ulta, Best Buy, Home Depot, Google, Yelp, App Store, Google Play, and many more e-commerce, local, and app platforms where your products or business may be reviewed.

Our advanced AI uses natural language processing to determine sentiment (positive, negative, neutral), emotional intensity, and specific emotions like frustration, excitement, or urgency from each review.

Absolutely. You can configure smart alerts for out-of-stock mentions, sudden rating drops, title changes, specific keyword tracking, and any custom triggers that matter to your brand.

Yes, we provide a comprehensive REST API that allows you to integrate review data and insights directly into your existing systems, dashboards, or business intelligence tools.

New reviews are checked and ingested daily. Our system monitors your configured data sources on a daily basis to ensure your dashboard stays current with fresh feedback.

Yes, Reviews.ai includes competitor analysis features. You can monitor competitor products, compare sentiment trends, and benchmark your performance against similar products in the market.

Yes, our AI automatically detects and processes reviews in 40+ languages, providing sentiment analysis and theme extraction regardless of the original language.

The chat feature allows you to ask natural language questions about your review data. Simply type questions like 'What are the top complaints about our foundation line?' and get instant AI-generated answers with supporting data.

You can create sentiment trend reports, theme analysis reports, product comparison reports, benchmarking and more. Reports can be scheduled for automatic delivery or generated on-demand.

Scrape App Store Reviews with Reviews.ai

Want to scrape App Store reviews without the hassle? Reviews.ai offers a robust, fully compliant way to collect, track, and analyze user feedback from App Storeand other major app stores. Skip the complexity of building your own app store review scraper and let our platform do the work, delivering organized, structured review data straight to your dashboard or API.

From scraping App Store app reviews for competitor benchmarking to monitoring user sentiment shifts and generating reports, Reviews.ai handles it all automatically. Our AI extracts topics, sentiment scores, and strategic insights from each review, eliminating hours of manual data processing.

See Reviews.ai in action

Watch our short demo to see how you can analyze App Store reviews and improve your app ratings.

Complete Coverage

Reviews from Anywhere - Complete Coverage

We collect and analyze review data from every major platform where your customers leave feedback - from e-commerce sites to app stores to local business listings

58+ platforms and counting. Don't see your platform? Contact us for custom integrations.