What to photograph
The better the input, the less the model has to guess. Put the whole product in the frame, keep it sharp, and light it evenly; window light is enough. Shoot it from the angle you want in the result, since a front view can’t become a back view without the model inventing the back. If the product has a label or a logo, make sure it is readable in the photo. Clutter around it doesn’t matter: our mug example started on a kitchen table with keys, a towel and a fruit bowl.
Keep the product exactly as it is
OpenAI’s guide for edits comes down to three things: say “change only …”, list what must stay (shape, colour, cap, label text, logo) and make one change per edit. For a series, edit the last result and repeat what must be preserved. Then compare with your photo detail by detail: Atlas Cloud warns that a polished background swap can still quietly change a cap height, a label character, a colour or a logo edge.
Be honest with buyers
AI product photos are for presenting the product you sell, not a better one. Keep colours, size and details true to what arrives, and don’t add features, accessories or certifications the product doesn’t have. Lifestyle scenes are fine as long as the product in them is accurate.
How we made the samples on this page
The mug is a fictional product, and its phone photo was made with GPT Image 2.5 so no real brand or person is involved. Every result uses a prompt from a published test (Felo, BulkImagen, Fuser) or OpenAI’s guide, credited on each card, run once on zzo.ai and checked against the input. None of the images were edited, and where a result differs from the prompt, the note says so.