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Fashion Diffusion API - Complete AI Fashion Suite for Developers

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 Diffusion API virtual try-on workflow with garment input, model output, and lifestyle scene
AI fashion workflow from a flat product image to a model output

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.

Developer experience

Fast and Simple API for Developers

Generate results across all endpoints with simple REST calls, consistent request formats, clear responses, and examples for JavaScript and Python.

api.fashiondiffusion.ai
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()

AI fashion catalog grid with garments and color variants

Production scale

Built to Scale With Your Catalog

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.

Complete API Endpoints to Power Your Fashion Platform

Access the full Fashion Diffusion API suite. Every endpoint is purpose-built for fashion and e-commerce workflows.

Virtual Try-On

Upload a model photo and product image to generate a photorealistic result showing the garment on the person.

Latency: 10-40 seconds
Use cases: Product pages, social commerce, virtual fitting rooms

AI Model Generator

Generate professional fashion models from product images and customize demographics, body type, pose, and lighting.

Latency: 10-40 seconds
Use cases: Product photography, catalogs, brand marketing

AI Outfit Generator

Create complete outfit compositions from uploaded garment references for catalogs and lookbooks.

Latency: 10-40 seconds
Use cases: Lookbooks, outfit styling, cross-sell content

Flat Lay Generator

Transform on-model or ghost mannequin images into clean, consistent flat lay shots.

Latency: 5-20 seconds
Use cases: Marketplace listings, catalog normalization

Background Changer

Replace product or model backgrounds with studio scenes, lifestyle environments, or solid colors.

Latency: 5-15 seconds
Use cases: Multi-channel imagery, advertising creative

AI Clothes Recolor

Recolor garments across any palette without reshooting and generate complete colorway lineups.

Latency: 5-20 seconds
Use cases: Colorway testing, seasonal previews

Face Swap

Swap model faces while preserving garments, poses, and backgrounds.

Latency: 5-20 seconds
Use cases: Model consistency, licensed image adaptation

Fashion Video Generator

Turn a product or model image into a short fashion video with natural movement and camera work.

Latency: 1-3 minutes
Use cases: Social content, product videos, advertising

Background Remover

Generate transparent product cutouts ready for listings, advertising platforms, or compositing.

Latency: 1-5 seconds
Use cases: Marketplace image preparation, creative production

API Access

Get a Plan That Fits Your Scale

Whether you are prototyping or processing thousands of SKUs per week, API plans are scoped to your workload, endpoint needs, and service requirements.

Tailored for Your Use Case

Plans support solo developer prototypes through enterprise teams processing thousands of SKUs per week.

Commercial Use Included

Generated outputs can be used for e-commerce listings, advertising, marketing, and content production.

Data Privacy by Design

Uploaded images and outputs follow our retention policy and are not used for training without explicit consent.

Fashion Diffusion API FAQ

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.