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08 · Live

Product Swatches & Cutouts

Product tiles you can read at a glance, and product pages where only the product shows.

01

Describe

A vision model writes down exactly what one unit looks like — shape, colours, every embellishment and its placement.

02

Generate and judge

The swatch is generated from the tightened photo plus that description, then judged against the product: same design, nothing invented. One retry; a failure keeps the product photo.

03

Key the cutout

The product is re-rendered on #00FF00 with no shadow, keyed to a hard edge, de-spilled, and judged for fidelity. A matte model is the fallback.

Product photo → cutout
Product photo → cutout
Generated swatch: one nail
Generated swatch: one nail
Lip: shade smear
Lip: shade smear
Wig: hair texture
Wig: hair texture

LUNE, Sable & Co. and Halo Hair Atelier — fictional demo brands. Each swatch was described, generated, and judged against its product before it was kept. Fictional model and brands.

Select 2 or more items to see outfit match

Pipeline
Describe → generate → judge → retry
Cutout
Green-screen re-render, chroma-keyed
Override
Brands upload or regenerate any time
Used in
Pickers · product pages · try-on references
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