Cross-border product image factory
After receiving a product sample image, operations teams need main images, white-background images, size charts, lifestyle shots, background changes, and model changes for multiple platforms.
Pain points
Repeated designer handoff for each image slows the team down. / Platform size, style, and language requirements vary.
Solution
Users upload sample images on the PC client, select output packages, set style, exclusions, and image text language, then review generated outputs as thumbnails.
Architecture
A multimodal model writes prompts, image generation or reference editing models create images, the server records tasks and upstream URLs, and large artifacts stay local.
Business value
Helps commerce teams replicate product assets faster with less repetitive design communication and manual sorting.