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What you'll accomplish

By the end of this guide, you'll be able to analyze 50-200 product reviews in under 10 minutes — identifying your top praise themes, complaint patterns, and specific listing or product improvements that could raise your average star rating and conversion rate.

What you'll need

  • Claude account (free at {{tool:Claude.url}})
  • Access to your Amazon Seller Central or Shopify reviews
  • 20-50 reviews (minimum — more is better)
  • Time needed: 20 minutes per analysis
  • Cost: Free

How-To Guide: AI Review Analysis for Product Improvement

Step 1: Export your reviews

  1. Log into Amazon Seller Central
  2. Go to ReportsFeedbackCustomer Reviews
  3. Filter by your product ASIN and a date range (last 6-12 months works well)
  4. Select all reviews visible and copy them — or use the copy-paste method below:
    • Open your product listing on Amazon
    • Click See all reviews
    • Copy the review text from each page (you can do this manually for 20-30 reviews)

For Shopify: Go to Apps → your reviews app (Judge.me, Okendo, Stamped) → export CSV.

Tools:Claude