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Pose Control

Repose fashion models into exact stances using reference images or descriptive text prompts.

Pose Control

The Pose Control endpoint allows you to take an existing image of a model and generate new variations where the model assumes a different body pose. The AI meticulously preserves the model's facial features, clothing, and background.

Model Name: pose-control

Lifecycle: stable

Processing Time: ~15s–30s

Output Format: Auto (JPEG or PNG)

Delivery Methods: URL

Credits: 1 to 5 per pose generated (1k: 1, 2k: 3, 4k: 5)

Request

Submit your model image and a list of desired poses to the universal /v1/run endpoint:

POSThttps://fititon.app/api/v1/run

Request Examples

You can repose a model using a reference image (template) or a text description (custom).

curl -X POST https://fititon.app/api/v1/run \
     -H "Content-Type: application/json" \
     -H "Authorization: Bearer YOUR_API_KEY" \
     -d '{
           "model_name": "pose-control",
           "inputs": {
             "modelImage": "https://example.com/model-standing.jpg",
             "quality": "2k",
             "poses": [
               {
                 "type": "template",
                 "cdnUrl": "https://example.com/pose-reference.jpg",
                 "title": "Hands on hips"
               },
               {
                 "type": "custom",
                 "text": "Sitting on a chair with legs crossed"
               }
             ]
           }
         }'

Response

Because generation can take up to 30 seconds, the /v1/run endpoint returns a 201 Created status immediately with an asynchronous job id. You must poll the Status API using GET /v1/status/{id} to retrieve the final results. Alternatively, you can configure webhooks to receive notifications automatically. Please note that our webhook dispatcher enforces a strict 15-second timeout. Your server must acknowledge the webhook with a 2xx status code within 15 seconds, or we will consider it failed and retry it later.

{
  "id": "123a87r9-4129-4bb3-be18-9c9fb5bd7fc1",
  "status": "starting",
  "created_at": "2026-07-18T17:30:00.000Z",
  "error": null,
  "output": null
}

Once the status changes to "succeeded", the output field will contain an array of URLs pointing to your generated images. The images are returned in the exact same order as the poses array provided in your initial request:

{
  "id": "123a87r9-4129-4bb3-be18-9c9fb5bd7fc1",
  "status": "succeeded",
  "created_at": "2026-07-18T17:30:00.000Z",
  "error": null,
  "output": [
    "https://cdn.fititon.app/users/123/results/fititon-pose-123-0.png",
    "https://cdn.fititon.app/users/123/results/fititon-pose-123-1.png"
  ]
}

Request Parameters

Required Parameters

modelImageRequiredstring

The source image of the person you wish to repose. Can be a publicly accessible URL or a Base64-encoded image string.

Pro Tip: Full-body photos from head to feet yield the best results — the AI needs to see the whole body to properly re-pose it. Tight-fitting clothes show body structure better than bulky or layered outfits. Simple, uncluttered backgrounds let the AI focus cleanly on the body shape.

Formatting Requirement When submitting a Base64 string, it must include the standard data URI prefix (e.g., data:image/jpeg;base64,...).

posesRequiredarray of objects

An array defining the poses you want to generate. You can mix and match template and custom poses in the same request.

  • Template Pose: Uses an image as a structural reference. You can provide any valid image URL to use as a reference pose, or you can use one of our officially supported templates listed below.
    • type (string): Must be "template".
    • cdnUrl (string): URL of the reference image demonstrating the desired pose.
    • title (string, optional): A descriptive label.
  • Custom Pose: Uses a text prompt to define the pose.
    • type (string): Must be "custom".
    • text (string): Text describing the new pose (e.g., "standing with arms crossed").

Official Pose Templates

While you can supply your own reference images via cdnUrl, we offer a curated directory of highly-optimized pose templates. Click any URL below to preview the pose.

Female Poses

TitleTemplate URL (`cdnUrl`)

Male Poses

TitleTemplate URL (`cdnUrl`)

Optional Parameters

quality'1k' | '2k' | '4k'

Output resolution tier. Default: 1k

ratiostring

Defines the width-to-height ratio of the generated image. If empty, the system defaults to the original image's aspect ratio.

Supported values: '1:1', '3:4', '4:3', '9:16', '16:9', '2:3', '3:2', '4:5', '5:4', '21:9'.

Runtime Errors

Runtime errors for this feature use the shared set documented in Error Handling. If an error occurs during processing, the status will update to "error" and the error field will contain the specific failure reason.

Credit Cost

For Developer API requests, the cost scales linearly based on the number of poses requested, and depends on the chosen output quality tier.

Formula: Cost = QualityCredits × NumberOfPoses

Quality TierCredits Per Pose
1k (Default)1
2k3
4k5

Example: Requesting an array of 3 poses at 1k quality costs 3 credits total. Requesting the same 3 poses at 4k quality costs 15 credits total.