App Review Insights — App Store & Google Play AI Analysis

What does App Review Insights do?

App Review Insights reads the latest App Store and Google Play reviews of any app and turns them into a clear, AI-written report:

• 🐞 Bugs: what's broken, how many users mention it, and which app versions are affected
• 😤 Complaints: pricing, ads, UX, performance, support
• 💡 Feature requests: what users are asking for, ranked by demand
• ❤️ Praise: what users love (great for marketing copy and ASO)
• 📊 Numbers: rating distribution, average rating per app version, and each theme's share of reviews
• 💬 Real quotes for every theme, taken from actual reviews (never AI-invented)

Add your competitors' apps too and get a side-by-side comparison of their top complaints and feature requests.

Who is it for?

• Product managers and mobile developers: find the bugs that hurt ratings after a release and prioritize the roadmap with real user demand
• Founders and indie developers: understand why ratings drop, and what users want next
• ASO and marketing teams: find the words users use to praise or criticize an app
• Agencies and investors: quick due diligence on any app and its competitors

How to use it

1. Paste one or more apps: App Store links/IDs or Google Play links/package names. Mixing stores is fine.
2. Set Max reviews per app (the most recent reviews are analyzed).
3. Optionally set country and language.
4. Click Start and open the report in the Output tab, or download JSON/CSV/Excel.

💡 Tip: to compare with competitors, just add their apps to the list. The SUMMARY record shows top complaints, bugs, feature requests and praise for all apps side by side.

Input example

{
    "apps": ["https://apps.apple.com/us/app/notion-notes-tasks-ai/id1232780281", "notion.id", "md.obsidian"],
    "maxReviewsPerApp": 300,
    "country": "us",
    "language": "en"
}

Output example

One item per app:

{
    "app": {
        "store": "googleplay",
        "id": "notion.id",
        "name": "Notion",
        "storeRating": 4.6,
        "currentVersion": "0.6.2"
    },
    "reviewsAnalyzed": 300,
    "averageRatingOfAnalyzed": 3.9,
    "ratingDistribution": { "1": 48, "2": 12, "3": 21, "4": 44, "5": 175 },
    "summary": "Users love Notion's flexibility for team docs, but many report slow loading on Android and offline sync problems after recent updates.",
    "bugs": [
        {
            "title": "Pages fail to load offline",
            "description": "Pages opened without internet show a blank screen or a sync error.",
            "reviewCount": 27,
            "sharePercent": 9,
            "averageRating": 1.6,
            "topVersions": ["0.6.2", "0.6.1"],
            "examples": [
                {
                    "rating": 1,
                    "text": "Since the last update nothing loads offline…",
                    "version": "0.6.2",
                    "date": "2026-10-02T09:12:00.000Z"
                }
            ]
        }
    ],
    "complaints": ["…"],
    "featureRequests": ["…"],
    "praise": ["…"],
    "versions": [
        { "version": "0.6.2", "reviews": 120, "averageRating": 3.4, "lastReviewDate": "2026-10-12T08:00:00.000Z" }
    ]
}

How much does it cost?

You pay per review analyzed. See the exact price in the Pricing tab. 200 reviews of one app is usually enough for a solid picture.

• Apps that fail (e.g. a wrong ID or no reviews) are not charged.
• The Actor respects your maximum cost per run and analyzes only as many reviews as your limit allows.

FAQ

How many reviews can I get? Google Play: up to 2,000 recent reviews per app and language. App Store: Apple's public feed provides up to 500 most recent reviews per country. Run it for several countries to get more.

Do reviews in other languages work? Yes. The AI understands reviews in any language and always writes the report in English. For Google Play, set the language of the reviews you want (e.g. de).

Are the quotes real? Yes. Themes are found by AI, but every example quote is copied from an actual review that the AI linked to that theme. Counts and percentages are calculated from the reviews, not estimated by the AI.

Do you collect reviewer names? No. Reviewer names and avatars are never stored.

Can I track changes over time? Yes. Schedule the Actor (e.g. weekly) and compare reports, especially after each release. The versions section shows how ratings change between app versions.

Do I need an OpenAI key? No, everything is included in the price.

Support

Missing something (another store, a different report format, Slack alerts after a bad release)? Open an issue in the Issues tab.