Choose the edit type before writing the prompt
Fashion images usually need one of four jobs: cleanup, background replacement, catalog polish, or product-focused restyling. Name that goal first. A prompt that says plain studio background, keep the jacket shape, preserve the face, remove floor clutter gives the model a clear boundary. A broad request to make the image better often changes too much and makes the result harder to trust.




