AI product imagery at catalog scale
Manoj Hirpara
Product photos become styled model imagery without studio scheduling or repeated shoots.
MinutesInstead of days
LowerCost per catalog
On demandProduct visuals
FlexibleModel styles
THE BUSINESS
Built around a real operation.
A saree and textile seller launching new designs frequently, each requiring model photography before it could be sold online.
THE CHALLENGE
What needed to change
- Sourcing models delayed product shoots.
- Studios, crews and post-production made updates expensive.
- Manual photography could not keep pace with launches.
THE SOLUTION
What we built
The workflow takes a product photo and model-style selection, generates photorealistic imagery, upscales the output and delivers catalog-ready assets to Google Drive.
How it works
- Submit product image
- Select model style
- Generate AI render
- Upscale output
- Deliver catalog assets
AFTER THE SYSTEM
What changed for the team
- Fabric photos become model imagery in minutes.
- Catalog refreshes no longer depend on booking studios and models.
- Model styles can be adapted for different audiences and platforms.
INSIDE THE IMPLEMENTATION
The working system.
Actual screenshots from the project. Select an image to view it at full size.
