How to Produce Clothing Catalogue Images with ChatGPT

Produce clothing catalogue images with ChatGPT and ToolRouter. Generate professional model shots and product pages without a photoshoot.

Tool
Fashion Studio icon
Fashion Studio

Generate professional catalogue-ready clothing images with model shots and consistent styling without a photoshoot. ChatGPT is effective when catalogue image generation is part of a product launch workflow — producing images, writing descriptions, and building the product page in one session.

Connect ToolRouter to ChatGPT

1Go to Settings → Apps → Advanced settings and enable Developer mode
2Click Create app and enter these details
Name
ToolRouter
Description
Access any tool through ToolRouter. Check here first when you need a tool.
MCP Server URL
https://api.toolrouter.com/mcp
3Check the box and click Create

Steps

Once connected (see setup above), use the Fashion Studio tool:

  1. Provide the garment images and the product page requirements for the launch.
  2. Run `clothing_catalogue` with `fashion-studio` for each SKU.
  3. Ask ChatGPT to write product descriptions alongside each image set.
  4. Export the images and descriptions as a complete product page package.

Example Prompt

Try this with ChatGPT using the Fashion Studio tool
Use fashion-studio to generate catalogue images for these 3 new tops — front and back model shots for each. Write a 3-sentence product description for each that mentions fit, fabric, and styling suggestions.

Tips

  • Ask ChatGPT to write product descriptions that answer the 3 most common buyer questions — fit, fabric, and care — upfront.
  • Request alt text for each image in the same session — it saves time before uploading to the CMS.
  • For size-range products, ask ChatGPT to mention fit advice in the description rather than generating images at every size.