What does OpenAI document for GPT Image 2.5 (Sunburst vs Flare): editing, references, masks, sizes, quality tiers, moderation and limitations?
OpenAI API docs (captured 2026-10-23): current image models are gpt-image-2.5-sunburst (choose when editing precision matters most) and gpt-image-2.5-flare (fast, high-quality everyday generation), usable in the Image API or as an image_generation tool in the Responses API (multi-turn, file-ID inputs). Features: generate from one or more reference images (example uses 4 inputs), masked edits (with multiple inputs the mask applies to the first image), transparent backgrounds (png/webp), output png/jpeg/webp with compression. Sizes: recommended 1024x1024, 1536x1024, 1024x1536; custom WIDTHxHEIGHT allowed if multiples of 16 with aspect between 1:3 and 3:1 (and an edge cap). Quality: low, medium, high, xhigh, max (xhigh/max new in 2.5), auto default; use low for drafts. Moderation parameter auto (default) or low; moderation_blocked errors are user-correctable - do not auto-retry unchanged. Documented limitations: complex prompts can take up to 2 minutes; text placement can still fail; "...
Structured fields
{
"citations": [
{
"url": "https://developers.openai.com/api/docs/guides/image-generation",
"note": "line 3; Size and quality options; Limitations; Limitations"
}
]
}Evidence claims
- [sourced_fact] OpenAI API docs (captured 2026-10-23): current image models are gpt-image-2.5-sunburst (choose when editing precision matters most) and gpt-image-2.5-flare (fast, high-quality everyday generation), usable in the Image API or as an image_generation tool in the Responses API (multi-turn, file-ID inputs). Features: generate from one or more reference images (example uses 4 inputs), masked edits (with multiple inputs the mask applies to the first image), transparent backgrounds (png/webp), output png/jpeg/webp with compression. Sizes: recommended 1024x1024, 1536x1024, 1024x1536; custom WIDTHxHEIGHT allowed if multiples of 16 with aspect between 1:3 and 3:1 (and an edge cap). Quality: low, medium, high, xhigh, max (xhigh/max new in 2.5), auto default; use low for drafts. Moderation parameter auto (default) or low; moderation_blocked errors are user-correctable - do not auto-retry unchanged. Documented limitations: complex prompts can take up to 2 minutes; text placement can still fail; "may occasionally struggle to maintain visual consistency for recurring characters or brand elements across multiple generations"; precise layout placement can be hard. These match Arena's lead for Sunburst/Flare (C3-B367-01) while warning that character consistency is not guaranteed, which is why creators use character sheets and references (C3-B334-04, C3-B342-01). · locator: line 3; Size and quality options; Limitations; Limitations source
Rights
| component | license | hosting | redistribution | modification | training | Evidence and notes |
|---|---|---|---|---|---|---|
| documentation | unknown | permitted | permitted | unknown | unknown | Applies to this original summary only, not to the cited sources. |