Workflow for fashion agencies using visual AI

Visual AI works best when the team separates preparation, generation and selection. Before asking for volume, clarify the products, channels, brand style and legal restrictions.

A good routine is to create one collection per campaign, upload clean garments, lock approved models and generate variations by block. That way the client reviews coherent families, not isolated images without context.

For advertising assets, always review commercial claims, logos, image rights and platform rules before publishing. The result may look ready, but commercial responsibility remains human.