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GPT Image 2

OpenAI GPT Image 2 is a quality-first, reasoning-driven image model that plans the composition before generating. It delivers state-of-the-art text rendering, multilingual typography, and high-fidelity edits across up to 16 reference images, with output up to 4K.

GPT Image 2 is OpenAI's next-generation image model, announced as ChatGPT Images 2.0 on April 21, 2026 and rolled out to the gpt-image-2 API shortly after. Where GPT Image 1.5 balanced speed and quality, GPT Image 2 takes a quality-first approach — proactively researching, planning, and reasoning about image structure before rendering, which OpenAI describes as the first true agentic image generation model. It hit #1 across the Image Arena leaderboards with a +242 point lead in Text-to-Image (1,512), driven by sharply improved text accuracy, dense composition handling, and multilingual rendering across Japanese, Korean, Chinese, Hindi, and Bengali. Both text-to-image and image-to-image are supported on a single endpoint family, accepting up to 16 reference images for combining subjects, styles, and layouts; it covers 11 aspect ratios from 1:1 to 21:9 and 9:16, with 1, 2, 3, or 4 images per request. On Astorie it offers three resolution tiers — 1K, 2K, and 4K — so you can match output to deliverable: drop it on the canvas to draft a hero with reasoned text and product callouts, then chain into FLUX Kontext for character variants or into Runway Gen4 / Kling video nodes to animate the result.

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Illustrative sample of OpenAI GPT Image 2 reasoned composition on the Astorie canvas — a structured marketing layout with a clear header, body area, and CTA region at 4K fidelity
Illustrative sample — representative output, not a verbatim model render

Capabilities

Text-to-Image
Image-to-Image
Image Editing
Reference Images
Multiple Images
Tagging

Best For

  • Posters, ads, and marketing assets that need legible, accurate text rendering
  • Multilingual graphics in Japanese, Korean, Chinese, Hindi, and Bengali
  • Multi-reference editing — combining subject, style, and layout from up to 16 images
  • Product photography and brand-consistent variants at 4K

Strengths

  • Top-ranked text rendering — small text, dense paragraphs, and multilingual layouts stay clean
  • Reasons about composition before generating, improving instruction following on complex prompts
  • Accepts up to 16 reference images for editing, combining, or style transfer in one pass
  • Quality-first architecture optimized for photorealism and output fidelity
  • 11 aspect ratios from square to 21:9 and 9:16 cover film, social, and print formats

Limitations

  • Does not support transparent backgrounds — use GPT Image 1.5 if you need transparent PNG output
  • Complex, reasoning-heavy prompts can take up to 2 minutes to render
  • Heavier compute than GPT Image 1.5 Low — pick a lower resolution tier when you need rapid iteration

Tips & Best Practices

Write the exact words you want rendered in quotes inside the prompt — GPT Image 2's text accuracy rewards explicit copy.
For posters or ads, describe the layout (header, body copy, CTA position) — the reasoning step honors structural instructions.
Pass 2 to 16 reference images to fuse a subject with a style and a background in a single edit instead of chaining nodes.
Use 1K for ideation, 2K for client review, and 4K only for final hero deliverables.
If you need a transparent cutout, generate the composition with GPT Image 2 then re-run the subject through GPT Image 1.5 with background set to "transparent".

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Connect GPT Image 2 with other AI models on Astorie's infinite canvas. No GPU required — start free.

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Frequently Asked Questions

How is GPT Image 2 different from GPT Image 1.5?

GPT Image 1.5 balances speed and quality with Low/Medium/High tiers and transparent background support. GPT Image 2 is a quality-first reasoning model that plans the image before rendering, accepts up to 16 reference inputs, ranks #1 on the Image Arena text-to-image leaderboard with a +242 point lead, and outputs up to 4K — but it does not support transparent backgrounds. Pick 2 for top-tier text accuracy and multilingual layouts; pick 1.5 when you need transparency or the lightest tier.

What output options does GPT Image 2 offer on Astorie?

GPT Image 2 ships three resolution tiers — 1K, 2K, and 4K. You can request 1, 2, 3, or 4 images per generation, in any of 11 aspect ratios from 1:1 through 21:9 and 9:16.

Can GPT Image 2 edit existing images?

Yes. GPT Image 2 supports image-to-image editing and accepts up to 16 reference images in a single request, so you can combine a subject, a style reference, and a layout reference in one pass — useful for product variants, multilingual ad sets, and reference-driven compositions.

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