AI-powered review analysis

Turn App Store Reviews into Feature Requests

App Store reviews contain feature requests buried in praise and complaints. Extract actionable requests from reviews and add them to your feature board automatically.

Feature Requests Hiding in Reviews

Your App Store reviews are full of feature requests. "Great app, 4 stars, but I really need widget support" is a feature request. "Would be perfect if it synced with iCloud" is a feature request. Manually reading every review is unsustainable. The App Store import tool automates this process entirely.

How AI Extraction Works

FeaturePulse imports your App Store reviews and runs each one through an AI model that identifies actionable feature requests. "Love this app but wish it had dark mode" becomes a feature request titled "Dark mode support" on your board. The AI filters out pure praise and pure complaints, keeping only the actionable content.

Read more about how this works in the App Store reviews integration blog post. The import supports all App Store regions and languages.

One Board, Multiple Sources

Requests extracted from reviews appear on the same board as requests submitted through the in-app SDK. This gives you a unified view of what users want across all channels. Votes from in-app users and review-sourced requests are combined for accurate prioritization.

The App Store import runs on a schedule you configure — daily, weekly, or on demand. Each import fetches new reviews since the last run and extracts any feature requests found.

Responding to Reviews Strategically

When you respond to a review with "Thank you for the suggestion — we've added this to our roadmap," you accomplish three things: you satisfy the reviewer, you signal to other readers that you're responsive, and you create a natural feedback loop that extends beyond your app.

Exporting Reviews for Analysis

Need to analyze reviews outside of FeaturePulse? Use the CSV export tool to download all imported reviews with their extracted feature requests. This is useful for quarterly planning sessions or sharing data with stakeholders who don't have FeaturePulse access.

How FeaturePulse Helps

Automatic Import

Reviews are imported and analyzed without manual effort.

AI Extraction

Feature requests are extracted from review text automatically.

Unified Board

Review-sourced requests appear alongside in-app requests.

Review Response

Reference your roadmap when responding to App Store reviews.

Trusted by iOS developers

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Calmify
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snapshine
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Wingman
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Fontify
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To-Doo Boo

FAQ

Frequently Asked Questions

  • App Store reviews contain feature requests buried in praise and complaints. Extract actionable requests from reviews and add them to your feature board automatically. FeaturePulse provides a native SwiftUI SDK that makes it easy to collect and act on user feedback.

  • Yes! FeaturePulse has a free plan that includes 1 project, up to 5 feature requests, and unlimited votes. Premium plans start at $9/month for advanced features like MRR tracking and engagement metrics.

  • Less than 5 minutes. The SDK integrates in just 4 lines of Swift code. It's a native SwiftUI component, so it looks and feels like part of your app.

Start with FeaturePulse Today

Start collecting feature requests from your iOS users today. Free to get started, no credit card required.