---
title: ToolRouter — Agent Use Case Guide
description: Step-by-step guide for completing a task with a specific AI agent using ToolRouter.
url: https://toolrouter.com/tools/app-review-analysis/use-cases/extract-improvement-insights/claude
---
# How to Extract Improvement Insights with Claude

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.

## Setup

claude mcp add toolrouter -- npx -y toolrouter-mcp

## Steps

1. Connect ToolRouter: claude mcp add toolrouter -- npx -y toolrouter-mcp
2. Ask Claude: "Extract product improvement insights from my app reviews using app-review-analysis"
3. Claude analyzes reviews and returns thematic insights with priorities
4. Review the insights grouped by product area and user impact
5. Incorporate the highest-impact insights into your product planning

## Example Prompt

```
Analyze my app reviews for deep product insights. I want to understand user workflows, pain points, and what makes power users love the app. Go beyond simple sentiment.
```

## Tips

- Ask Claude to identify user personas emerging from review patterns
- Look for insights about how users describe your app to understand perceived positioning
- Request a prioritized improvement plan based on the insights
