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GPT Image 2 Image Edit: High-Fidelity Image-to-Image Editing on playground and API | RunComfy

openai/gpt-image-2/edit

Transform source images into polished 4K visuals with multilingual text, precise in-painting, and brand-ready edits for fast product updates, campaigns, and creative design workflows.

Table of contents

1. Get started2. Authentication3. API referenceSubmit a requestMonitor request statusRetrieve request resultsCancel a request4. File inputsHosted file (URL)5. SchemaInput schemaOutput schema

1. Get started

Use RunComfy's API to run openai/gpt-image-2/edit. For accepted inputs and outputs, see the model's schema.

curl --request POST \
  --url https://model-api.runcomfy.net/v1/models/openai/gpt-image-2/edit \
  --header "Content-Type: application/json" \
  --header "Authorization: Bearer <token>" \
  --data '{
    "prompt": "Turn the background into a bright, minimal white-to-soft-gray studio sweep with gentle floor shadow; add a large headline in-image that reads 'OPEN STUDIO' in a bold, clean sans-serif, high contrast, centered; keep the main person or product, pose, and face identity unchanged",
    "images": [
      "https://playgrounds-storage-public.runcomfy.net/tools/7341/media-files/promo.webp"
    ]
  }'

2. Authentication

Set the YOUR_API_TOKEN environment variable with your API key (manage keys in your Profile) and include it on every request as a Bearer token via the Authorization header: Authorization: Bearer $YOUR_API_TOKEN.

3. API reference

Submit a request

Submit an asynchronous generation job and immediately receive a request_id plus URLs to check status, fetch results, and cancel.

curl --request POST \
  --url https://model-api.runcomfy.net/v1/models/openai/gpt-image-2/edit \
  --header "Content-Type: application/json" \
  --header "Authorization: Bearer <token>" \
  --data '{
    "prompt": "Turn the background into a bright, minimal white-to-soft-gray studio sweep with gentle floor shadow; add a large headline in-image that reads 'OPEN STUDIO' in a bold, clean sans-serif, high contrast, centered; keep the main person or product, pose, and face identity unchanged",
    "images": [
      "https://playgrounds-storage-public.runcomfy.net/tools/7341/media-files/promo.webp"
    ]
  }'

Monitor request status

Fetch the current state for a request_id ("in_queue", "in_progress", "completed", or "cancelled").

curl --request GET \
  --url https://model-api.runcomfy.net/v1/requests/{request_id}/status \
  --header "Authorization: Bearer <token>"

Retrieve request results

Retrieve the final outputs and metadata for the given request_id; if the job is not complete, the response returns the current state so you can continue polling.

curl --request GET \
  --url https://model-api.runcomfy.net/v1/requests/{request_id}/result \
  --header "Authorization: Bearer <token>"

Cancel a request

Cancel a queued job by request_id; in-progress jobs cannot be cancelled.

curl --request POST \
  --url https://model-api.runcomfy.net/v1/requests/{request_id}/cancel \
  --header "Authorization: Bearer <token>"

4. File inputs

Hosted file (URL)

Provide a publicly reachable HTTPS URL. Ensure the host allows server-side fetches (no login/cookies required) and isn't rate-limited or blocking bots. Recommended limits: images ≤ 50 MB (~4K), videos ≤ 100 MB (~2–5 min @ 720p). Prefer stable or pre-signed URLs for private assets.

5. Schema

Input schema

{
  "type": "object",
  "title": "Input schema",
  "required": [
    "prompt",
    "images"
  ],
  "properties": {
    "images": {
      "title": "Images",
      "description": "Reference images to edit, up to 10 images",
      "type": "array",
      "items": {
        "type": "string",
        "format": "image_uri"
      },
      "maxItems": 10,
      "minItems": 1,
      "default": [
        "https://playgrounds-storage-public.runcomfy.net/tools/7341/media-files/promo.webp"
      ]
    },
    "prompt": {
      "title": "Prompt",
      "description": "",
      "type": "string",
      "default": "Turn the background into a bright, minimal white-to-soft-gray studio sweep with gentle floor shadow; add a large headline in-image that reads 'OPEN STUDIO' in a bold, clean sans-serif, high contrast, centered; keep the main person or product, pose, and face identity unchanged"
    },
    "aspect_ratio": {
      "title": "Aspect Ratio",
      "description": "Aspect ratio for the edited image. Auto-detected from input image if omitted.",
      "type": "string",
      "enum": [
        "1:1",
        "3:2",
        "2:3",
        "3:4",
        "4:3",
        "4:5",
        "5:4",
        "9:16",
        "16:9",
        "21:9"
      ],
      "default": "1:1"
    },
    "resolution": {
      "title": "Resolution",
      "description": "Output resolution.",
      "type": "string",
      "enum": [
        "1k",
        "2k",
        "4k"
      ],
      "default": "1k"
    },
    "quality": {
      "title": "Quality",
      "description": "Image quality.",
      "type": "string",
      "enum": [
        "low",
        "medium",
        "high"
      ],
      "default": "medium"
    },
    "output_format": {
      "title": "Output Format",
      "description": "Output image format.",
      "type": "string",
      "enum": [
        "png",
        "jpeg",
        "webp"
      ],
      "default": "png"
    }
  }
}

Output schema

{
  "output": {
    "type": "object",
    "properties": {
      "image": {
        "type": "string",
        "format": "uri",
        "description": "single image URL"
      },
      "video": {
        "type": "string",
        "format": "uri",
        "description": "single video URL"
      },
      "images": {
        "type": "array",
        "description": "multiple image URLs",
        "items": {
          "type": "string",
          "format": "uri"
        }
      },
      "videos": {
        "type": "array",
        "description": "multiple video URLs",
        "items": {
          "type": "string",
          "format": "uri"
        }
      }
    }
  }
}
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