A Shopify e-commerce client. 3,500 products. Descriptions copy-pasted from the supplier. Duplicate content across hundreds of competing sites.


Result before we stepped in: invisible on Google.


We rewrote all 3,500 product listings in 2 hours. Cost: ~$550 in OpenAI tokens.


Here's how:


🐍 A multi-agent Python script
Each listing is processed by a specialized agent: title, short description, long description, meta tag, technical attributes. Not one prompt. Five chained prompts.


📊 The Shopify catalog as the source
The script reads existing data (title, category, price, specifications) and enriches it. No writing from scratch. Intelligent augmentation.


📈 Results in Google Search Console
Significant impression increase within the first month after publishing. Unique content is the most basic and most powerful SEO signal.


💡 What this means for e-commerce owners
Before: 6-12 months and $22,000-$55,000 to rewrite a catalog manually.
Now: 2 hours and $550.


Duplicate content is the #1 SEO problem for e-commerce. And it's never been easier to fix.


If you have 500+ products with supplier descriptions, you're leaving traffic on the table every single day.


How many products are on your site? Are your descriptions unique?