How to Analyze Review Sentiment with Claude
Analyze app review sentiment with Claude and ToolRouter. Extract insights from thousands of reviews.
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: "Analyze review sentiment for my app using app-review-analysis" and provide your app ID
- Claude aggregates reviews and returns sentiment breakdown by topic
- Review the positive and negative sentiment themes
- Prioritize product improvements based on the negative sentiment drivers
Example Prompt
Try this with Claude using the App Review Analysis tool
Analyze the sentiment of reviews for my fitness app. Break it down by feature area -- what do users love and what frustrates them? Show trends over the last 3 months.
Tips
- Ask Claude to segment sentiment by star rating to understand what drives each rating level
- Compare sentiment before and after major releases to measure update impact
- Look for sentiment shifts in recent reviews that might not show up in the overall average yet