The engine
The AI behind your piece photos
Stone clarity, metal tone, and clasp detail preserved.
Model
Bria Product Shot
Karigar runs every render through Bria’s Product Shot model — a diffusion model purpose-built for product photography. It restages the scene around your piecewithout altering the piece itself.
We call it with placement: 'original' — the model’s strictest fidelity mode. The piecestays exactly where you photographed it, at the exact angle and proportion, with the same details. The model only generates the background, lighting, and surrounding scene.
What stays vs what changes
Preserved
- The piece itself
- Position, angle, and proportion
- Surface details and marks
- Colour and material accuracy
Restaged
- Background and setting
- Lighting direction and warmth
- Ambient props (where the scene calls for them)
- Output framing per platform
Privacy
Your photos stay yours
- No training on your photos. Your uploads and outputs are not used to train Bria or any other model. We process the image and discard the request — no retention beyond your account.
- Input photos auto-delete from our storage within 24 hours. Outputs stay in your account for you to download whenever you need them.
- No third-party sharing. We pass your photo to Bria for the render and back — nothing else. Full detail in our privacy policy.
Try it on a piece of yours.
Karigar · upload