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.

Try it free with one app

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

4.8/5on G2

We Monitor, Enrich & Analyze App Store Review Data

See how we transform raw customer feedback into actionable intelligence for your business.

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

Plus Many More App Store Features

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

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.

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! You can export all your review data in multiple formats including CSV, Excel, and JSON. Export options are available from the dashboard and can be scheduled for automatic delivery to your inbox or integrated systems via API.

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+ additional sources including Ulta, Amazon, Target, Walmart, Walgreens, Shopify stores, and many more beauty and retail platforms where your products may be sold.

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

Looking to scrape App Store reviews? Reviews.ai provides a powerful, compliant solution to extract, monitor, and analyze app reviews from App Storeand other app stores. Instead of building and maintaining your own app store review scraper, our platform handles the heavy lifting, delivering clean, structured review data directly to your dashboard or via API.

Whether you need to scrape App Store app reviews for competitive analysis, track user sentiment trends over time, or export reviews for reporting, Reviews.ai automates the entire process. Our AI-powered analysis extracts key themes, sentiment scores, and actionable insights from every review, no manual data cleaning required.

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

E-commerce & Retail

Product reviews from major online retailers and marketplaces

Local Business Reviews

Customer feedback from local listings and review platforms

DoorDash
Better Business Bureau
+more...

App Stores & Specialty

App reviews and specialty platform feedback

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