> ## Documentation Index
> Fetch the complete documentation index at: https://docs.runflow.io/llms.txt
> Use this file to discover all available pages before exploring further.

# Product Isolation

> Isolate the main product from a busy scene onto a clean background, using an optional text prompt to disambiguate the subject. Built for studio-grade product photography at scale.

<Info>
  Pricing: **\$0.27/request**. Endpoint: `POST /v1/models/runflow/product-isolation/runs`.
</Info>

Isolate the main product from a busy scene onto a clean background, using an optional text prompt to disambiguate the subject. Built for studio-grade product photography at scale.

## Overview

* **Endpoint**: [https://api.runflow.io/v1/models/runflow/product-isolation/runs](https://api.runflow.io/v1/models/runflow/product-isolation/runs)
* **Model ID**: runflow/product-isolation
* **Provider**: Runflow
* **Last Updated**: 2026-05-05

## Pricing

* **Base price**: \$0.27/request
* **Note**: Per image - product isolation

# Product Isolation API

**Endpoint:** `POST /v1/models/runflow/product-isolation/runs`

## Run the model

### Python

```python theme={"dark"}
import requests

response = requests.post(
    "https://api.runflow.io/v1/models/runflow/product-isolation/runs",
    headers={"Authorization": "Bearer RUNFLOW_API_KEY"},
    json={
        "input": {
            "prompt": "the terracotta ribbed tank midi dress and black ankle boots",
            "image_url": "https://public.runflow.io/images/models/runflow/product-isolation/examples/1/before.webp",
            "resolution": "1K",
            "aspect_ratio": "1:1"
        },
        "callback_url": "https://your-server.com/webhook"
    },
)

data = response.json()
print(data)
```

### Node.js

```javascript theme={"dark"}
const response = await fetch(
  "https://api.runflow.io/v1/models/runflow/product-isolation/runs",
  {
    method: "POST",
    headers: {
      "Authorization": "Bearer RUNFLOW_API_KEY",
      "Content-Type": "application/json",
    },
    body: JSON.stringify({
        "input": {
            "prompt": "the terracotta ribbed tank midi dress and black ankle boots",
            "image_url": "https://public.runflow.io/images/models/runflow/product-isolation/examples/1/before.webp",
            "resolution": "1K",
            "aspect_ratio": "1:1"
        },
        "callback_url": "https://your-server.com/webhook"
    }),
  }
);

const data = await response.json();
console.log(data);
```

### cURL

```bash theme={"dark"}
curl -X POST https://api.runflow.io/v1/models/runflow/product-isolation/runs \
  -H "Authorization: Bearer $RUNFLOW_API_KEY" \
  -H "Content-Type: application/json" \
  --data-binary @- <<'JSON'
{
    "input": {
        "prompt": "the terracotta ribbed tank midi dress and black ankle boots",
        "image_url": "https://public.runflow.io/images/models/runflow/product-isolation/examples/1/before.webp",
        "resolution": "1K",
        "aspect_ratio": "1:1"
    },
    "callback_url": "https://your-server.com/webhook"
}
JSON
```

## Request parameters

| Parameter      | Type           | Required | Description                                                 |
| -------------- | -------------- | -------- | ----------------------------------------------------------- |
| `input`        | object         | required | Model input parameters. See "Input schema" below.           |
| `callback_url` | string \| null | optional | Webhook URL - POSTed when the run reaches a terminal state. |
| `metadata`     | object \| null | optional | Arbitrary key-value pairs attached to the run.              |

## Input schema

| Field          | Type   | Required | Allowed values                                                          | Description                                                                                                  |
| -------------- | ------ | -------- | ----------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------ |
| `image_url`    | image  | required | Any                                                                     | URL of the source photo. HTTPS required.                                                                     |
| `aspect_ratio` | string | required | `1:1`, `2:3`, `3:2`, `3:4`, `4:3`, `4:5`, `5:4`, `9:16`, `16:9`, `21:9` | Output aspect ratio. Examples: "1:1" (square), "16:9" (widescreen), "9:16" (portrait), "4:3", "3:4", "21:9". |
| `resolution`   | string | required | `1K`, `2K`, `4K`                                                        | Output resolution tier. "1K" ≈ 1024px, "2K" ≈ 2048px, "4K" ≈ 4096px on the long side.                        |
| `prompt`       | string | optional | Any                                                                     | Optional text describing what to isolate. If omitted, the model decides automatically.                       |

## Output schema

| Field        | Type        | Description           |
| ------------ | ----------- | --------------------- |
| `image_urls` | image\_list | Processed image URLs. |

## Callback payload

When you provide a `callback_url`, Runflow POSTs to it once the run reaches a terminal state.

| Field          | Type           | Description                                                    |
| -------------- | -------------- | -------------------------------------------------------------- |
| `event`        | string         | Event type: "run.completed", "run.failed", or "run.cancelled". |
| `run_id`       | string         | The unique identifier of the run.                              |
| `status`       | string         | Terminal status: "succeeded", "failed", or "cancelled".        |
| `output`       | object \| null | The run output. Null if the run failed or was cancelled.       |
| `duration_ms`  | number \| null | Total run duration in milliseconds.                            |
| `created_at`   | string \| null | ISO 8601 timestamp when the run was created.                   |
| `completed_at` | string \| null | ISO 8601 timestamp when the run reached terminal state.        |
| `metadata`     | object \| null | The metadata object passed at run creation, if any.            |

* **Retries:** 3 attempts with exponential backoff (1s, 2s). Retries on 5xx / network errors only.
* **Headers:** `Runflow-Request-Id` is always sent. `Runflow-Signature` is sent if a signing secret is configured.

## Additional Resources

* [Playground](https://app.runflow.io/models/runflow/product-isolation)
* [API Reference](https://app.runflow.io/models/runflow/product-isolation?tab=api)
* [Documentation](https://docs.runflow.io)
* [OpenAPI](https://docs.runflow.io/api/openapi.public.json)

## Related

<CardGroup cols={2}>
  <Card title="Browse all models" icon="grid" href="/models">Browse the catalog.</Card>
  <Card title="Run lifecycle" icon="play" href="/concepts/runs">Callbacks, polling, statuses.</Card>
  <Card title="Callbacks" icon="webhook" href="/concepts/callbacks">Handle async results.</Card>
  <Card title="Pricing" icon="coin" href="/concepts/pricing">How requests bill out.</Card>
</CardGroup>