COMPANY
Visual AI that understands the physical world.
FabricVTON is an AI research and technology company. We study how people, materials and objects look and behave, and turn that understanding into products people use.
OUR VISION
A photo you can trust as much as the real thing.
Most generative image systems are judged on whether a picture looks plausible. We hold ourselves to a harder standard: whether it is true to the thing. The exact print on a shirt. The weight of a fabric. The way a sleeve folds when an arm bends.
When an image meets that standard, it can stand in for a fitting room, a sample or a photoshoot. People can decide with confidence, businesses can show every product on every body, and fewer things are made, shipped and returned for nothing.
We start with clothing because it is one of the hardest cases: soft, patterned, layered and worn in endless ways. What we learn about faithful generation there carries to other visual problems.
OUR MISSION
Build visual AI that is faithful, efficient and responsible, and put it to work.
Faithful before impressive
A beautiful image of the wrong shirt is a failure. The output has to be true to the product and to the person: the print, the colour, the face, the body.
Measure what people see
Scores that average over whole images miss the details people notice first. We pair them with checks on the regions that matter and with human judgement.
Clean data, clear consent
Models should be built on data with clear rights and clear consent. Photos people upload to try something on are never used to train our models.
Efficient by default
A model too slow or too expensive to run on a live storefront never reaches anyone. Speed and cost are part of the research, not an afterthought.
Research that ships
We study problems that show up in real use, and the work that holds up goes into production, where people rely on it.
FROM RESEARCH TO PRODUCT
The research is the product’s engine.
Clothsy AI, our first product, puts virtual try-on on fashion stores’ product pages. Every improvement in fidelity, drape, consistency or speed reaches shoppers through it, and what we see in real use sets the next research question.
About our productsFeedbackWhere results fall short in real use, that becomes the next open problem.
AT A GLANCE
FabricVTON.
- What we are
- An AI research and technology company.
- Where we are
- Based in India.
- First product
- Clothsy AI, virtual try-on for Shopify and WooCommerce stores.
- Research focus
- Visual understanding, generative vision, material intelligence, human–object interaction.
- Contact
- contact@fabricvton.com
WORK WITH US
Join the research team.
We are looking for students, researchers and engineers who want hard problems with real users on the other end.