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.

Pricing: $0.27/request. Endpoint: POST /v1/models/runflow/product-isolation/runs.

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
• 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

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

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

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
• API Reference
• Documentation
• OpenAPI

Related

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Run lifecycle

Callbacks, polling, statuses.

Callbacks

Handle async results.

Pricing

How requests bill out.