Overview
GPT Image 2 is OpenAI's flagship image generation model, released in April 2026. It's one of the first image models with built-in reasoning — the model plans composition and verifies prompt constraints before generating. It supports multilingual text rendering across scripts including CJK, Hindi, and Bengali, making it well-suited for global creative work.
Use cases
Product photography with accurate lighting and materials. Campaign and editorial visuals where photorealism and fine detail matter. Infographics, UI mockups, and poster designs that require legible embedded text. Reference-guided editing — upload up to 4 images to steer style, color palette, or composition.
Inputs
All parameters are passed in the input object of the run request.
| Parameter | Required | Description |
|---|
| prompt | Yes | Text description of the image to generate (1–4000 chars) |
| aspect_ratio | No | Output aspect ratio. Default 1:1. Options: 1:1, 2:3, 3:2, 3:4, 4:3, 4:5, 5:4, 9:16, 16:9, 21:9 |
| resolution | No | Output resolution. Default 1K. Options: 1K, 2K, 4K (4K only with 16:9, 9:16, or 21:9) |
| image_urls | No | Up to 4 reference images (max 4 MB each) for image-to-image generation |
Prompt tips
Describe materials and lighting explicitly
GPT Image 2 responds well to physical descriptions. "Matte ceramic vase on a walnut table, soft window light from the left" consistently outperforms "a vase on a table."
Pair 4K with widescreen ratios
4K output is restricted to 16:9, 9:16, and 21:9. For maximum detail in landscape or ultra-wide compositions, combine resolution: "4K" with one of these ratios.
Use reference images for style consistency
Provide reference images that closely match your target style — the model uses them to guide color palette and composition rather than extrapolating from distant references.
Limitations
- Small text in images may need iteration for accuracy
- Complex hands, logos, and precise layout constraints should be reviewed manually
- 4K resolution only available with 16:9, 9:16, or 21:9 aspect ratios
- Maximum 4 reference images per request, 4 MB each
- Prompt length capped at 4000 characters
FAQ
What aspect ratios does GPT Image 2 support?
Ten options: 1:1, 2:3, 3:2, 3:4, 4:3, 4:5, 5:4, 9:16, 16:9, and 21:9. The default is 1:1.
Does GPT Image 2 support 4K?
Yes — 1K, 2K, and 4K are available. 4K is limited to 16:9, 9:16, and 21:9 ratios.
Can I edit existing images?
Yes. Upload up to 4 reference images via image_urls to guide the generation with your own visuals.