
Fashion-trained models
Fashion AI at the Core of Your Product
Fashion Diffusion API endpoints are trained specifically on fashion and apparel. Virtual try-on, model generation, and garment recoloring understand clothing structure, fabric, and fit.
Create faster in the app
A smoother mobile experience
Fashion Diffusion API gives your platform access to more than 18 purpose-built fashion AI endpoints, from virtual try-on and model generation to flat lay production, background editing, recoloring, and fashion video. One integration replaces a stack of single-function tools.


Fashion-trained models
Fashion Diffusion API endpoints are trained specifically on fashion and apparel. Virtual try-on, model generation, and garment recoloring understand clothing structure, fabric, and fit.
Developer experience
Generate results across all endpoints with simple REST calls, consistent request formats, clear responses, and examples for JavaScript and Python.
1const form = new FormData()2form.append("model_image", modelFile)3form.append("product_image", garmentFile)4 5const response = await fetch("https://api.fashiondiffusion.ai/v1/virtual-try-on", {6 method: "POST",7 headers: {8 Authorization: `Bearer ${process.env.FASHION_DIFFUSION_API_KEY}`9 },10 body: form11})12 13if (!response.ok) {14 throw new Error(`Fashion Diffusion API failed: ${response.status}`)15}16 17const result = await response.json()
Production scale
Process a handful of SKUs or high-volume production jobs with the same integration path. The API is designed for reliable output at e-commerce scale.
Access the full Fashion Diffusion API suite. Every endpoint is purpose-built for fashion and e-commerce workflows.
Upload a model photo and product image to generate a photorealistic result showing the garment on the person.
Generate professional fashion models from product images and customize demographics, body type, pose, and lighting.
Create complete outfit compositions from uploaded garment references for catalogs and lookbooks.
Transform on-model or ghost mannequin images into clean, consistent flat lay shots.
Replace product or model backgrounds with studio scenes, lifestyle environments, or solid colors.
Recolor garments across any palette without reshooting and generate complete colorway lineups.
Swap model faces while preserving garments, poses, and backgrounds.
Turn a product or model image into a short fashion video with natural movement and camera work.
Generate transparent product cutouts ready for listings, advertising platforms, or compositing.
API Access
Whether you are prototyping or processing thousands of SKUs per week, API plans are scoped to your workload, endpoint needs, and service requirements.
Plans support solo developer prototypes through enterprise teams processing thousands of SKUs per week.
Generated outputs can be used for e-commerce listings, advertising, marketing, and content production.
Uploaded images and outputs follow our retention policy and are not used for training without explicit consent.
It gives developers and brands programmatic access to more than 18 fashion AI tools, including virtual try-on, model generation, product photography, outfit generation, recoloring, and video.
Submit a model image and a product image. The API returns a photorealistic result showing the garment on the person, usually in 10 to 40 seconds.
Yes. The AI Model Generator creates professional model images from product references and supports demographic, pose, body type, and lighting controls.
No. Uploaded images are not used to train Fashion Diffusion models without explicit consent. Enterprise customers can request additional compliance documentation.
Contact us to discuss your use case. Once access is configured, create an API key and follow the quickstart guide to make your first request.