What is virtual try-on?
Virtual try-on is a digital product-visualization experience that helps a shopper see a wearable product in the context of a person image. AI image generation can produce a realistic-looking preview, but the result remains an approximation and does not measure exact physical fit.
Reviewed and updated 29 August 2026
Virtual try-on and virtual fitting room
The terms often overlap. Virtual try-on describes the visualization capability, while virtual fitting room often describes the complete shopping interface around image collection, product choice, progress, results, privacy, and purchase guidance.
How image-based try-on works
A workflow receives a person image and product reference, checks the inputs, records an asynchronous job, applies the requested category or scope, and returns a generated image through a protected URL.
Where it helps
It can help shoppers explore styles and help merchants create a more interactive product journey. Any claim about conversion or returns should be measured using the merchant's real data rather than assumed.
Important limitations
The preview cannot guarantee size, measurements, fabric physics, exact drape, colour under different displays, or how a real item will feel. Product photography, descriptions, size charts, and policies remain essential.
Frequently asked questions
Can a shopper try clothes using one photo?
Yes, when the photo is clear and shows the relevant body area, though output quality varies by pose, occlusion, lighting, and product image quality.
Is customer consent important?
Yes. The person submitting an image should have the right and consent to use it for the requested generation.