Top User Feedback AI Tools
These platforms unify fragmented comments, support tickets, and direct survey responses into a single source of truth for product teams. By highlighting recurring patterns in your community’s suggestions, they help you prioritize roadmap decisions based on actual behavior rather than guesswork. When selecting a tool, focus on how seamlessly it integrates with your existing workflow and its ability to categorize nuanced suggestions into actionable development tasks.
Design new features with AI
Analyze App Store reviews to gain actionable insights
Actionable insights from user feedback
Collect users feedback and get daily user behavior analytics
How smart is your AI today?
AI-powered insights from real user feedback
AI tells you exactly why users hate your app
Validate your startup ideas with AI & real‑user reviews.
Transform hours of video review into powerful AI insights
Your AI in-Product Manager that Founders, PMs & Devs love
Validate your product idea before you build it.
Collect, store, understand feedback — instantly
Catch agent failures your evals miss
Turn raw user feedback into your next feature
Collect user feedback, let AI find what matters
Validate your mobile app idea before you build it
Stop guessing — validate your app idea with real market data
Launch your product. Get real reviews.
synthetic users that iterate with your coding agent
Your Customers Know What's Broken. Are You Listening?