Fashion Diffusion API - Complete AI Fashion Suite for Developers

Fashion Diffusion API gives your platform access to 18+ purpose-built fashion AI endpoints, from virtual try-on and AI model generation to flat lay production, background editing, recoloring, and fashion video. One integration replaces a stack of single-function tools, so your team can run the entire visual content workflow without switching platforms.

Fashion Diffusion API virtual try-on workflow showing garment input, model output, and lifestyle scene
AI generated fashion dress workflow showing flat product image and model output

Fashion-trained models

Fashion AI at the Core of Your Product

Fashion Diffusion's API endpoints are trained specifically on fashion and apparel, not generic image editing. Virtual try-on, model generation, and garment recoloring understand clothing structure, fabric, and fit.

Developer experience

Fast and Simple API for Developers

Generate fashion AI results across all endpoints with simple REST calls. From try-ons to model creation, get started in minutes with 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 shirts, dresses, pants, 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. Fashion Diffusion API is designed for teams that need 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, from product imagery to interactive try-on.

Virtual Try-On

Upload a model photo and a product image. The API returns a photorealistic try-on result showing the garment on the person.

Latency: 10-40 seconds
Use cases: E-commerce PDPs, social commerce, virtual fitting rooms

AI Model Generator

Generate professional AI fashion models from product images alone. Customize demographics, body type, pose, and lighting.

Latency: 10-40 seconds
Use cases: Product photography, catalog production, D2C brand marketing

AI Outfit Generator

Create complete outfit compositions from uploaded garment references for catalog and lookbook production.

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

Flat Lay Generator

Transform product-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 image backgrounds with studio scenes, lifestyle environments, or custom solid colors.

Latency: 5-15 seconds
Use cases: Multi-channel product imagery, ad creative production

AI Clothes Recolor

Recolor garments across any color or palette without reshooting. Generate full colorway lineups from one image.

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

Face Swap

Swap model faces across existing product images while preserving garments, poses, and backgrounds.

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

Fashion Video Generator

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

Latency: 1-3 minutes
Use cases: Social media content, product page video, ad creatives

Background Remover

Generate clean transparent-background product cutouts ready for listings, ad platforms, or compositing.

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

API Access

Get a Plan That Fits Your Scale

Whether you are prototyping an integration or processing thousands of SKUs per week, Fashion Diffusion API plans are scoped to your actual workload, endpoint needs, and SLA requirements.

Tailored for Your Use Case

Plans are scoped to your workload, from solo developer prototypes to enterprise teams processing thousands of SKUs per week.

Commercial Use Included

Outputs generated through the API are cleared for e-commerce listings, advertising, marketing, and content production.

Data Privacy by Design

Uploaded images and generated outputs follow our retention policy. We do not train on your images without explicit consent.

Fashion Diffusion API FAQ

The Fashion Diffusion API gives developers and brands programmatic access to 18+ AI-powered fashion tools, including virtual try-on, AI model generation, product photography, outfit generation, recoloring, video creation, and more.

Submit a model image and a product image to the virtual-try-on endpoint. The API returns a photorealistic output showing the garment on the person. Most requests complete in 10-40 seconds.

Yes. The AI Model Generator endpoint creates professional fashion model images from product references alone. You can customize demographics, pose, body type, and lighting without a photoshoot.

No. Images uploaded through the API are not used to train Fashion Diffusion models without explicit consent. Enterprise customers can request a data processing agreement for additional compliance documentation.

Contact us to discuss your use case and get API access. Once set up, generate your API key from the dashboard and follow the quickstart guide to make your first call in minutes.