
From fashion try-ons to automotive showcases. A unified API suite for transforming product imagery, swapping backgrounds, and creating infinite variants.
Teams that need production-ready product imagery across fashion, automotive, and retail.
Specialized AI models for automotive, e-commerce, and fashion retail.
Place inventory in professional showrooms instantly. Recolor vehicles to show all factory options without new photoshoots.
Perfect for CPG and furniture. Swap plain backgrounds for lifestyle scenes. Keep original lighting and shadows for realism.
The industry-leading model for fashion. Realistic garment draping and fitting on diverse human models.
Scale your operations with high-throughput endpoints. Process thousands of SKUs automatically via our REST API.

The ultimate virtual try-on engine. Visualize garments on any model instantly with photorealistic AI precision.














































Maintain lighting, fabric texture, and true-to-life color with every generation.
Batch export in brand-safe formats built for PDPs, marketplaces, and showroom screens.
Lock pose, framing, and camera angle to keep entire catalogs consistent.
Reduce reshoot cycles and cut production timelines without sacrificing quality.
Mix and match tools to solve your specific imagery challenges
Remove messy backgrounds and transport products to studio settings or outdoor environments.
Apply exact paint codes or fabric colors. Perfect for "See it in Blue" features on product pages.
For fashion retailers, let customers visualize garments on themselves or varied models.
Available endpoints for integrating with our service. Authenticate with your API key via the `x-api-key` header.
// 1. Check credit balance
const credits = await api.get('/api/v1/traion/credits', {
headers: { 'x-api-key': 'YOUR_API_KEY' }
});
// 2. Virtual try-on
const tryOn = await api.post('/api/v1/traion/try-on', {
product_image_url: 'https://example.com/garment.jpg',
human_image_url: 'https://example.com/model.jpg'
}, {
headers: { 'x-api-key': 'YOUR_API_KEY' }
});
// 3. Background change
const background = await api.post('/api/v1/traion/background-change', {
background_image_url: 'https://example.com/studio-bg.jpg',
product_image_url: ['https://example.com/product-front.jpg']
}, {
headers: { 'x-api-key': 'YOUR_API_KEY' }
});Use cases
From fashion retail to automotive marketplaces, Traion helps scale product visuals with confidence.
Replace multi-day fashion shoots with on-brand virtual try-ons and keep every SKU visually consistent.
Update vehicle listings in minutes with accurate background swaps tailored for dealer inventories.
Let shoppers preview products in context and ship catalog imagery without waiting on new photography.
Common questions about our AI workflows
Yes, our semantic segmentation engine handles complex geometries like bicycle spokes, mesh chairs, and transparent glass with high precision.
Absolutely. You can pass specific HEX or RGB codes to the /color-change endpoint to match manufacturer specs exactly.
Most operations complete in 3-8 seconds depending on resolution. We offer elevated rate limits for enterprise plans to handle bulk processing.
Yes, all new accounts start with 50 free credits so you can test the quality of Try-On, Recolor, and Background Swap before committing.
Join leading dealerships and retailers transforming their catalogs with AI.