GPT Image 2 Edit

GPT Image 2.0, OpenAI's latest image model, is capable of making fine-grained, detailed edits to images.

By OpenAI

Pricing: $0.219 per image

Overview

GPT Image 2 Edit by OpenAI applies fine-grained, detail-preserving edits to existing images from a natural-language prompt. Best-in-class for typography edits, compositional changes, and reference-guided transformations.

Key capabilities

• **$0.009–$0.133 per image** (low/medium/high quality) — usage-based.
• **Multi-region failover**, Runflow runs optimized inference across multiple regions. If one region has an outage, traffic routes to another automatically.
• **Multi-image reference**, provide up to several reference images for composition-aware editing.
• **Optional mask**, target a specific region of the image with `mask_url` for precise inpainting.

GPT Image family

| Model | Details |

|---|---|

| **GPT Image 2 Edit** (this model) | Image editing, latest generation |

| **GPT Image 2** | Text-to-image sibling |

| **GPT Image 1.5 Edit** | Previous generation editor |

| **GPT Image 1.5** | Previous generation text-to-image |

Technical specifications

| Spec | Details |

|---|---|

| Quality tiers | low, medium, high (default) |

| Output formats | png, jpeg, webp |

| Inputs | prompt, image_urls (required), optional mask_url |

| Pricing | $0.009 (low), $0.034 (medium), $0.133 (high) per image |

Examples

• Replace the background with a sunlit seaside cafe at golden hour, keep the subject's pose, outfit, and lighting on the face intact

Frequently asked questions

What is GPT Image 2 Edit?

GPT Image 2 Edit is the image-editing mode of OpenAI's latest image model. Pass one or more reference images plus a natural-language edit prompt and receive a modified version. Supports optional masks for targeted inpainting.

How much does GPT Image 2 Edit cost on Runflow?

GPT Image 2 Edit uses the same tiered pricing as GPT Image 2: $0.009 per image at low quality, $0.034 at medium, and $0.133 at high quality (default). Pay per output image.

How long does GPT Image 2 Edit take?

GPT Image 2 Edit typically completes in 15–40 seconds depending on quality, mask complexity, and number of reference images.

Can I use the edited outputs commercially?

Yes. Generated edits are offered under a commercial license via Runflow, subject to OpenAI's usage policies. You can use outputs in products, marketing, and client work.

Do I need to manage GPUs or set up OpenAI keys?

No. Runflow handles infrastructure, queueing, and the underlying OpenAI billing. You get one Runflow API key with fixed per-image pricing.

How do I get started with GPT Image 2 Edit?

Sign up for Runflow, grab an API key, and POST to `/v1/models/openai/gpt-image-2/edit/runs` with a prompt, `image_urls` (array), and optional `mask_url`. See the API tab for code samples.

Related models

• GPT Image 2, GPT Image 2.0, OpenAI's latest image model, is capable of creating extremely detailed images with fine typography.
• GPT Image 1.5, GPT Image 1.5 generates high-fidelity images with strong prompt adherence, preserving composition, lighting, and fine-grained detail.
• FLUX.1 [dev] Edit, Image-to-image edits with FLUX.1 [dev]. Pass a source image plus a prompt and a transformation strength to redirect the composition while preserving subject identity.
• Multi Angles, Re-render the same subject from a different camera angle. Pick a horizontal view, a vertical angle, and a shot distance: the model rotates the camera around the subject and re-renders the scene from that pose.

Discoverable surfaces

• Dispatch endpoint: POST https://api.runflow.io/v1/models/gpt-image-2/edit/runs
• Per-model spec (markdown): https://app.runflow.io/models/gpt-image-2/edit/llms.txt
• Docs page: https://docs.runflow.io/models/gpt-image-2/edit
• Public OpenAPI spec: https://docs.runflow.io/api/openapi.public.json
• Agent skill (start here): https://www.runflow.io/.well-known/agent-skills/runflow/SKILL.md