Image · openai/gpt-image-2
GPT Image 2 — OpenAI’s flagship for images
GPT Image 2 is the OpenAI slot worth taking when the prompt is long and contradictory: you need to hold style, light, materials, and small text at once. It is not the fastest model — it is the one that is easiest to explain a hard task to in a single message and get a result that does not fall apart on the details.
Practical cases
- Commercial stills, banners, and slides where readable typography and clean light matter.
- Concept art and brand-book variants: a series is easier to sign off than abstract “art for art’s sake”.
- Busy multi-object scenes where simpler models start losing the small stuff.
When GPT Image 2, and when cheaper
If the brief is short and you need many frames, paying for the flagship makes little sense — use GPT Image 1.5 for volume: the same OpenAI character, calmer on price and speed. GPT Image 2 earns its keep when the description is long, conditions stack up, or you hit artifacts on the lower version.
Keep Flux 1.1 Pro Ultra next to it: Flux often wins on painterly detail and material feel, while GPT Image 2 wins on instruction accuracy and a consistent series under one brief. For final typography and posters with a logo, Nano Banana Pro is the rival.
Its strength is text and long instructions
GPT Image 2 holds readable text noticeably better than many models and reacts to caveats in the prompt: “this font but not that color”, “keep the composition, change only the background”. That is handy when a layout must match a real brief, not just “look nice”.
You pay in credits; the cost depends on resolution and image count and is shown in the app before you run.
Frequently asked about GPT Image 2
GPT Image 2 or 1.5?
1.5 is the price/speed middle ground for a stream of similar frames. Take 2 when you need headroom in quality and understanding of a long description. If credits are tight, start on 1.5 and move up as needed.
Does it compete with Flux 1.1 Pro Ultra?
Flux Ultra is often stronger on painterly detail and materials; GPT Image 2 on instruction accuracy and series consistency. On a single brief it is worth comparing them directly.
Is it good at text on the image?
Yes, that is a strong suit of the GPT Image line. For reliability put key wording in English and check the output — long strings can still slip.
How much does a generation cost?
Charged in credits by tariff; the sum depends on resolution and image count and is shown before you run and on the creator-ai pricing page.