Prototyping AI Virtual Try-On for Commerce
Prototyped AI-generated models and live previews for fashion and cosmetics commerce.
Hariharan V
Senior Product Manager, Nagent
From their time as
Senior Product Manager
Nagent • May 2026
Overview
At Nagent, I prototyped an AI commerce experience for virtual photoshoots and live try-on. Retailers could create AI models, place apparel on them, or let shoppers preview cosmetics and clothing through a camera. Leadership approved the concept for further work.
The Story
The prototype explored how fashion and cosmetics sellers could create richer product imagery and previews without arranging every physical photoshoot or trial. I shaped an experience that could generate AI models, place flat-lay clothing on them, and support live camera previews.
For cosmetics, a shopper could choose a shade and see a live representation of how it might look. The same product direction could support clothing previews, helping shoppers understand an item before purchase.
I took the concept far enough to demonstrate it live to leadership. The prototype received approval to proceed, establishing internal support for further product development. The supplied record does not yet contain post-approval delivery or customer results.
Ownership Snapshot
Broad role
Developed and presented an AI commerce product prototype.
Goal
Help shoppers preview fashion and cosmetics without a physical photoshoot or trial.
Direct ownership
Owned the prototype concept, product flows, and leadership demonstration.
Team execution
Presented the working concept to Nagent leadership for evaluation and approval.
Topics
- Generative AI
- Virtual Try-On
- E-commerce
- Rapid Prototyping
- Computer Vision
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