---
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/social-shop-products/use-cases/analyze-review-patterns/claude
---
# How to Analyze Review Patterns with Claude

Claude turns social commerce research into an interactive terminal session where each query builds on the last. Explore TikTok Shop and Amazon product data iteratively -- start with a broad category search, drill into pricing details and review patterns for specific products, then compare findings across platforms. The conversational depth lets you follow emerging trends as they develop, refining your search criteria based on what you discover rather than committing to a fixed research plan upfront. Your entire research trail stays organized in one session.

## Setup

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

## Steps

1. Connect ToolRouter: claude mcp add toolrouter -- npx -y toolrouter-mcp
2. Ask Claude: "Get reviews for [product] on TikTok Shop using social-shop-products"
3. Claude retrieves customer reviews with ratings and feedback text
4. Ask: "Analyze the review patterns -- what do customers praise most and complain about most?"
5. Claude identifies themes, recurring issues, and sentiment patterns across the reviews

## Example Prompt

```
Pull reviews for [product] on TikTok Shop. What are the top 5 things customers love and the top 5 complaints? Are there product improvement opportunities?
```

## Tips

- Analyze reviews for competitor products to find weaknesses you can exploit
- Ask Claude to compare review sentiment across similar products to find the category leader
- Look for reviews mentioning features customers wish the product had -- those are your opportunities
