How to Track Review Trends with Claude
Track app review trends with Claude and ToolRouter. Monitor sentiment evolution across releases.
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: "Track review trends for my app using app-review-analysis" and provide your app ID
- Claude analyzes reviews across time periods and identifies trending themes
- Review how sentiment and topics have changed over recent releases
- Use the trends to validate or adjust your product strategy
Example Prompt
Try this with Claude using the App Review Analysis tool
Analyze review trends for my app over the last 6 months. How has sentiment changed since version 3.0? Are the crash complaints decreasing after our stability fix in 3.1?
Tips
- Ask Claude to correlate review trends with specific version releases
- Look for emerging themes in recent reviews that might indicate new issues
- Track whether your responses to user feedback are reflected in improving sentiment