Bria Embed Product

Bria Embed Product

Playground

Bria Embed Product seamlessly integrates product images into scene backgrounds with natural lighting and perspective matching. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

Features

Bria Embed Product seamlessly embeds product images into background scenes with precise positioning control. Upload a background image and one or more product images with exact placement coordinates — the model intelligently blends products into the scene with natural lighting, shadows, and perspective.

Why Choose This?

• Precise positioning Specify exact X, Y coordinates and dimensions for pixel-perfect product placement.

• Multi-product support Embed multiple products into a single scene with individual positioning for each.

• Intelligent blending Automatically adapts lighting, shadows, and perspective for realistic integration.

• Simple workflow Define position and size — the model handles the compositing automatically.

Parameters

How to Use

1. Upload background image — provide the scene where products will be placed.
2. Add products — for each product:

• Upload the product image
• Set X and Y coordinates for placement position
• Set width and height for product size

3. Add more products (optional) — click ”+ Add Item” to embed additional products.
4. Set seed (optional) — for reproducible results.
5. Run — submit and download your composite image.

Pricing

Best Use Cases

• E-commerce — Place products in lifestyle scenes for catalog and marketing images.
• Interior Design — Visualize furniture and decor in room settings.
• Advertising — Create product placement visuals for campaigns.
• Virtual Staging — Add products to empty spaces for real estate or retail.
• Product Photography — Composite products into professional backgrounds without physical shoots.

Pro Tips

• Use transparent PNG product images for best blending results.
• Coordinate values (x, y) define the top-left corner of the product placement.
• Match product size (width, height) to the perspective of the background scene.
• For multiple products, consider their relative positions and overlap.
• Use a consistent seed to iterate on placement while maintaining the same blending style.

Notes

• Both image (background) and products are required fields.
• Each product requires image, x, y, width, and height values.
• Coordinates are in pixels relative to the background image.
• Ensure uploaded image URLs are publicly accessible.

Related Models

• FireRed Image Edit — Multi-image editing and composition.

Authentication

For authentication details, please refer to the Authentication Guide.

API Endpoints

Submit Task & Query Result

set -euo pipefail

export WAVESPEED_API_KEY="your-api-key"

REQUEST_BODY=$(cat <<'JSON'
{
  "image": "https://interactive-examples.mdn.mozilla.net/media/cc0-images/painted-hand-298-332.jpg",
  "products": [
    {
      "image": "https://interactive-examples.mdn.mozilla.net/media/cc0-images/painted-hand-298-332.jpg",
      "x": 1,
      "y": 1,
      "width": 1,
      "height": 1
    }
  ]
}
JSON
)

# 1. Submit the prediction.
SUBMIT_RESPONSE=$(curl --silent --show-error --fail-with-body \
  -X POST "https://api.wavespeed.ai/api/v3/bria/embed-product" \
  -H "Authorization: Bearer ${WAVESPEED_API_KEY}" \
  -H "Content-Type: application/json" \
  -d "${REQUEST_BODY}")

TASK=$(printf '%s' "${SUBMIT_RESPONSE}" | jq 'if type == "object" and has("data") then .data else . end')
PREDICTION_ID=$(printf '%s' "${TASK}" | jq -r '.id // empty')
if [ -z "${PREDICTION_ID}" ]; then
  printf 'Submission response did not contain a prediction id
' >&2
  exit 1
fi
RESULT_URL=$(printf '%s' "${TASK}" | jq -r '.urls.get // empty')
if [ -z "${RESULT_URL}" ]; then RESULT_URL="https://api.wavespeed.ai/api/v3/predictions/${PREDICTION_ID}/result"; fi

# 2. Poll until the prediction finishes.
while true; do
  RESPONSE=$(curl --silent --show-error --fail-with-body \
    "${RESULT_URL}" \
    -H "Authorization: Bearer ${WAVESPEED_API_KEY}")
  RESULT=$(printf '%s' "${RESPONSE}" | jq 'if type == "object" and has("data") then .data else . end')
  STATUS=$(printf '%s' "${RESULT}" | jq -r '.status // empty')

  case "${STATUS}" in
    completed) printf '%s\n' "${RESULT}" | jq '.outputs'; break ;;
    failed|cancelled|timeout) printf '%s\n' "${RESULT}" | jq . >&2; exit 1 ;;
    created|processing) sleep 2 ;;
    *) printf 'Unexpected status: %s
' "${STATUS}" >&2; exit 1 ;;
  esac
done

Parameters

Task Submission Parameters

Request Parameters

Response Parameters

Result Request Parameters

Result Response Parameters