Supplier photo → clean model image
Use the real sweater as the reference. Lock neckline, knit, sleeves, cuffs, hem, color, and decoration placement before styling the scene.
KNITWEAR TASK EXAMPLES
Useful outputs start with a narrow brief.
LaunchSKU separates tasks so you can see what changed, how many credits it costs, and what needs human review.Create from your product
One role at a time, not six random images
Choose MAIN, front model, alternate view, knit detail, fit/size, or lifestyle. Approve useful roles and reuse them as references.
Change color, hold composition
Use an approved image and request only the intended garment color change. Review texture, trims, skin, and background for drift.
Improve the photo without redesigning it
Correct light, dust, wrinkles, and backdrop consistency while preserving the actual product structure and visible details.
THE REVIEW LOOP
Generation is not approval.
- 1Compare product structure
Neckline, seams, hems, ribbing, pattern, and decorations.
- 2Check color and texture
Look for smoothing, overexposure, or unintended color drift.
- 3Check scene integrity
Hands, anatomy, shadows, text, props, and marketplace rules.
- 4Reuse only approved references
Carry the strongest composition into the next role or colorway.