The prompt used for this background edit
Why specify what should stay unchanged?
Image models synthesize pixels, rather than selecting a cutout in every case. Naming the product, surface, texture, and framing as invariants helps communicate which areas should remain visually stable. It can reduce drift, but it cannot guarantee a pixel-identical product.
The source image here was created for this demonstration; it is not a customer product or a claim about a commercial brand. We ran the prompt through the Seedream 5.0 Flash image-edit endpoint offered in the studio.
Try a background replacement
- Upload a product image with a clearly visible subject and clean edges.
- Describe the new setting, background color, and shadow direction.
- State which product details must remain consistent, then review the output at full size.
For a fast background concept, choose a model and inspect its available controls and credit estimate in the AI image editor. See all before-and-after image editing examples.

