How to Analyze Review Patterns with Claude
Analyze TikTok Shop product reviews using Claude and ToolRouter. Extract customer insights from review data.
Tool
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.
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 Social Shop Products tool:
- Ask Claude: "Get reviews for [product] on TikTok Shop using social-shop-products"
- Claude retrieves customer reviews with ratings and feedback text
- Ask: "Analyze the review patterns -- what do customers praise most and complain about most?"
- Claude identifies themes, recurring issues, and sentiment patterns across the reviews
Example Prompt
Try this with Claude using the Social Shop Products tool
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