Verified Generations

What you see has been checked against you and the product — or it was regenerated.

How it works

Likeness, try-on, swatch or cutout.

Identity, framing, product fidelity — against the source images, not the prompt.

One regeneration on failure; the second result is kept and the failure logged.

Interactive demo

Likeness generation

Face & skin tone read

Coloring analyzed

Pose applied

Studio Likeness generated

Technical specs