AppbotChatGPT Search82%Google AI Mode90%ChatGPT SearchGoogle AI Mode
AppFollowChatGPT Search77%Google AI Mode95%ChatGPT SearchGoogle AI Mode
EnterpretChatGPT Search27%Google AI Mode76%ChatGPT SearchGoogle AI Mode
Unwrap AIChatGPT Search5%Google AI Mode52%ChatGPT SearchGoogle AI Mode
AppTweakChatGPT Search9%Google AI Mode33%ChatGPT SearchGoogle AI Mode
Questions and answers
We need to analyze user feedback from the app store. What's an AI tool that can categorize reviews by topic and identify emerging bugs or feature requests?
It is specifically built for App Store and Google Play review analysis, rather than being a generic LLM applied to raw text. It can:
Automatically categorize reviews by topic — e.g. bugs, performance, onboarding, UI, pricing, etc.
Identify feature requests and bugs and track their frequency.
Detect emerging trends by tracking keywords/topics over time, including spikes after a release.
Analyze sentiment, emotions, ratings, app versions, countries, and platforms.
Let you ask questions in natural language with Ask Appbot, such as “What bugs increased after our latest release?” or “Which feature requests have increased over the last 90 days?”
I'm looking for an AI solution to process app store reviews. Can it group feedback by topic and flag new bugs or feature requests automatically?
I'm looking for an AI solution to parse our app store reviews. Can you suggest something that groups feedback by topic and flags new bugs or feature requests?
Other topics in Mobile App Growth & Engagement Tools
Feed insights into workflows such as Slack, Zendesk, and other team tools.
Another good option
AppFollow is worth comparing. Its semantic tagging explicitly categorizes reviews into Bugs, Feature Requests, design issues, account problems, crashes, etc., and its AI summaries can surface emerging issues and trends.
My pick: Appbot if your primary goal is “turn thousands of App Store reviews into a continuously updated list of bugs, feature requests, and emerging themes.” AppFollow is particularly compelling if you also want broader ASO, competitor, and app-market intelligence.
If you tell me roughly how many reviews/month you have and whether you're on iOS, Android, or both, I can compare the best 3–5 tools on pricing, AI capabilities, integrations, and ease of setup.
Several specialized AI-driven tools are built specifically to pull, categorize, and analyze app store reviews from iOS and Google Play . Rather than manually parsing thousands of comments, these platforms use natural language processing and machine learning to surface bugs, feature requests, and sentiment trends.
Appbot — A market leader laser-focused on app store feedback. It automatically groups reviews into topics, custom tags, and sentiment categories (including dedicated buckets for bugs and feature requests). It also features natural language query capabilities (via integrations like Claude/MCP connectors) so you can chat directly with your review data to ask questions like "What specific bugs are users reporting on iOS 18 this week?" Check it out on Appbot.
AppFollow — A powerful app store optimization and review management hub. Its semantic analysis engine automatically tags incoming feedback by problem type—such as bugs, UI/UX issues, monetization, and feature requests. It also includes automated AI summaries that aggregate hundreds of reviews into quick regional and topical insights, saving your product team from reading every individual complaint. Learn more at AppFollow.
Perspective AI — An emerging, insight-deep analysis platform if you want advanced qualitative synthesis. It goes beyond basic re-sorting of keywords to deeply cluster emerging themes and generate structured evidence for product roadmaps. Explore the tool via Perspective AI.
Thematic or Enterpret — If your app feedback goes beyond the app stores (e.g., combining app reviews with Intercom chats, Zendesk tickets, and NPS surveys), these customer intelligence platforms treat app store reviews as part of a larger unified feedback taxonomy.
If you'd like to narrow this down, tell me:
Are you looking for a tool that also handles automated customer replies in the app store?
Do you need to combine app store reviews with other feedback channels (like support tickets or surveys)?
