Describe the change. Preserve the details.

Inspection and generation are different tasks

For a wardrobe photo, ask for outfit combinations based on visible items. For a campaign visual, describe the image to create or edit. If the reference is unclear, a model's plausible interpretation may still be wrong.

Give an edit a clear boundary

For a product image, specify the background change and the product details that must remain faithful. Treat colour, shape and branding as review criteria. A visually attractive result is not proof that the product is represented accurately.

• Name the subject and intended use.
• Describe composition, lighting and output orientation.
• List details to preserve and elements to change.

Review the output against the reference

Compare the result with your original at a readable size. Check required lettering, product geometry and any detail that was meant to stay fixed. For a second edit, restate the detail that drifted and ask for one focused correction.

• Check text character by character.
• Inspect fastenings, edges, patterns and proportions.
• Confirm that the requested edit did not introduce another change.

A garment example

Try: ‘Place this jacket in a simple studio campaign scene. Keep its visible stitching, zip and proportions faithful to the reference. Leave empty space on the left for a headline I will add later. Add no accessories.’ Review those details before using the image as product marketing.