Choose a model by job
Typography, photorealism, illustration, editing, relighting, upscaling, and product integration often favor different image models.
Create reference sheets
Generate front, profile, detail, expression, wardrobe, environment, palette, and lighting references. Mark which images are authoritative.
Audit product truth
Reject altered logos, labels, proportions, ports, materials, accessories, and unsupported claims even when the image looks polished.
Carry context into motion
Attach approved references to the relevant shot and change one major variable per test. Record settings that produced the approved frame.