AI Apparel Photography
Your apparel on models, without booking a single shoot
We turn your garment photography, even simple flat-lays, into photorealistic on-model imagery. Clothing transfer places your actual garment on AI models with fit, drape and fabric behaviour intact, colorways multiply from a single sample, and a full catalog ships in days. Model diversity, poses and settings are chosen to match your brand, with no studio, casting or logistics.
What makes apparel imagery hard
Apparel imagery fails on the details shoppers zoom into: how the fabric drapes, where the hem falls, how the print sits across a seam. Traditional shoots solve this with samples, models and studio days per drop, and re-shoots per colorway. That cost structure is why most catalogs show half the range on-model and the rest as flat-lays that convert worse.
What we deliver for apparel brands
- Flat-lay to on-model. Your existing garment photography becomes on-model imagery through clothing transfer, preserving the real garment's cut, texture and print placement.
- Colorway multiplication. Shoot one colorway, publish all of them: each variant generated from your fabric reference with consistent light and pose across the set.
- Model diversity on brand. Skin tones, body types and looks matched to your market and locked as reusable custom identities, so campaigns and catalog stay consistent season to season.
- Catalog at scale. Hundreds of SKUs in one consistent look, marketplace-ready crops and backgrounds included, delivered in days rather than shoot cycles.
How it works
You supply your existing product photography and brand guidelines; we return finished imagery through the same pipeline that powers our on-model shoots, catalog generation, clothing transfer and design-to-image work, with a fidelity review against the physical product on every image before delivery.
FAQ
Does the garment stay true to the real product?
Yes, that is the point of clothing transfer over pure generation: the source is your actual garment photography, and the cut, print placement and texture carry through to the on-model result. Every image passes a fidelity review against the product before delivery, because a returned parcel costs more than the photo saved.
What inputs do you need from us?
Clean garment photography, flat-lay or ghost-mannequin, plus your brand guidelines. Existing lookbook imagery helps us match your visual language. From that, we handle model selection, posing, settings and retouching.
Can we keep the same AI models across seasons?
Yes. Custom identities are built once and reused, so your catalog faces stay consistent across drops and campaigns, which builds the same recognition a long-term model contract does, without the contract.
How fast can a drop be covered?
A typical drop of tens of SKUs turns around in days from receiving garment imagery, and hundreds of SKUs are a scheduling question rather than a limitation. Marketplace and social crops are generated in the same pass.
Related
Also explore Footwear · Jewelry · Beauty · the AI product photography overview. See finished imagery on the selected work page, or send us a few SKUs for a sample set.