ChatGPT Images 2 Prompt Guide: Better Results in One Pass

A strong GPT Image 2 prompt starts by naming the image job: product photo, movie poster, trading card, editorial spread, app mockup, or social thumbnail. The model follows visual intent better when the format is explicit before the mood words arrive.

Use one direct sentence for the subject, one for layout, and one for finish. This keeps the prompt readable while still giving ChatGPT Images 2 enough structure to render the scene.

Add camera framing, subject placement, background treatment, aspect ratio, and typography location. Prompts like 'large title at the bottom', 'single product centered', and 'wide negative space on the left' reduce random composition drift.

For text-heavy images, quote the exact text and say where it belongs. Short titles, labels, captions, and badges usually perform better than dense paragraphs.

Reference images are best when you need to preserve identity, product shape, clothing, pose, or visual structure. Upload a clean reference, then describe what should change and what should stay stable.

For edits, avoid asking for too many unrelated changes at once. A clear restyle, background change, or product-scene upgrade is easier to judge and iterate.