I was doing freelance work for a shop with 10,000 SKUs. Writing descriptions manually was not realistic. Existing tools would spit out text but you still had to get it into the store yourself.
You import your catalog via CSV, XML, or direct store connection. Pick your AI provider (OpenAI, Anthropic, or Google). Review generated content side by side with your original data, approve in bulk, then push directly to Shopify, WooCommerce, or Magento 2.
The CSV parser was interesting to build — it detects column headers written in 30+ languages automatically, which matters when you're processing supplier files from different countries.
It also handles blog posts, multi-language output in 30+ languages, and custom workflows via an AI Studio add-on.
Would love feedback from anyone managing large catalogs.