Describe the product first
Put the product, material, color, and key selling point near the beginning of the prompt.
The model should understand what must stay recognizable before it starts styling the scene.
Add scene constraints
Specify background, camera angle, lighting, and space around the object.
Constraints reduce random variation and make batches easier to compare.