Generate polished images with GPT Image 2 using prompt-based creation and reference image editing.
GPT Image 2 is built to handle complex visual directions, arrange objects accurately, and turn dense prompts into immediately usable images.
The model places strong emphasis on composition and visual taste, producing images that feel more intentional, more coherent, and less obviously AI-generated.
For harder tasks, GPT Image 2 can work with a thinking model to search, compare, and refine outputs for higher consistency and better real-world relevance.
Write a prompt that explains the scene, layout, message, and style you want the image to communicate.
Upload reference images if you want to preserve visual cues, edit an existing concept, or keep stronger composition control.
Create the image, review the result, and iterate with tighter instructions until the image matches your exact intent.
It is especially strong at following detailed instructions, placing and relating objects accurately, and producing images that feel deliberate rather than random.
Yes. It supports text-to-image, image-to-image, and reference-based editing workflows through the same generation flow.
The official GPT Image 2 Beta documentation exposes aspect ratio options but does not provide a separate resolution control for this endpoint, so this page keeps the output setting aligned with the API.
Use reference images when consistency, layout preservation, brand direction, or visual editing accuracy matters more than fully freeform generation.
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