Stable Diffusion

Stable Diffusion remains the base layer for teams that want full control: self-hosted generation, custom LoRA training on a brand's own garments and models, and no per-image API fees once infrastructure is set up. Fashion tech teams use it to build internal tools like virtual try-on prototypes, size-and-fit visualizations, or automated product photography pipelines that plug into a PIM or e-commerce catalog. Because it's open-source, quality and ease of use depend heavily on which interface or fine-tune you're running. It's overkill for a solo designer who just wants quick moodboard images, but it's the right choice when you need a repeatable, ownable pipeline.