How to Identify Feature Requests with Claude
Extract feature requests from app reviews with Claude and ToolRouter. Data-driven product roadmap planning.
Tool
Claude transforms raw app review data into strategic intelligence through deep conversational analysis. Ask Claude to cross-reference sentiment patterns with specific app versions, identify emerging user segments from review language, and build a narrative that connects individual complaints to systemic product issues. Its reasoning capabilities let you go beyond surface-level sentiment and uncover the underlying user needs driving each review theme.
Connect ToolRouter to Claude
1Go to Settings → Connectors → Add custom connector
2Enter the details below and click Add
Name
ToolRouterURL
https://api.toolrouter.com/mcp3Done — works on Claude chat, desktop, and mobile
Steps
Once connected (see setup above), use the App Review Analysis tool:
- Ask Claude: "Extract feature requests from my app reviews using app-review-analysis"
- Claude aggregates reviews and returns a ranked list of feature requests
- Review the top-requested features by frequency and urgency
- Add the most requested features to your product roadmap
Example Prompt
Try this with Claude using the App Review Analysis tool
Extract all feature requests from my productivity app reviews. Rank them by how many users mention each request and group similar requests together.
Tips
- Ask Claude to separate "must have" requests from "nice to have" based on user language
- Cross-reference feature requests with your existing roadmap to find alignment
- Look for feature requests that correlate with low ratings -- fixing those first improves retention