Bria Product Shot
Bria Product Shot drops a product cut-out into a scene that you describe, and holds the shape, the label and the proportions of the product while the background changes around it. It is the roasOS product-placement step, and it is the model behind the `product` lane of a statics run.
image-edit · model bria-product-shot · catalog model-catalog@2026-10-06.v5 · pricing customer-pricing@2026-11-05.v15.Endpoint
POST https://api.roasos.com/v1/image-edit/bria-product-shotSend your API key as a bearer token. The key needs the scope api:write. Every paid request also needs an Idempotency-Key header.
The envelope fields quote_only, quote_id, webhook_url and wait_timeout_seconds behave the same on each model endpoint. Refer to Jobs and Quotes and credits.
Good at
A packshot that must become a lifestyle image without the product drifting. Bria states that the model is "trained exclusively on licensed data for safe and risk-free commercial use and optimized for eCommerce" (https://fal.ai/models/fal-ai/bria/product-shot, read 2026-08-21). It is the one model on this roster with a stated licensed-training-data claim, and that claim, plus the product integrity, is why roasOS adopted it for placement instead of a general image editor. Feed it the cut-out that your product kit already built on /v1/image-edit/bria-bg-remove: the model expects a transparent-background PNG, and a photo with a busy background gives a worse placement. Use /v1/image/nano-banana-pro instead when the whole frame is generated, when the frame needs a person, or when the frame needs rendered type — this model writes no text.
Pricing
The unit is one operation. Pricing key: bria-product-shot.
| Request | Credits |
|---|---|
1_image | 1 |
The credits come from the roasOS pricing table. No other field changes the price. To get the exact price of your request, send it with quote_only: true first.
Modes
product-shot
Provider endpoints: fal-ai/bria/product-shot.
Request fields
| Field | Type | Required | Default | Rule |
|---|---|---|---|---|
image_url | string | yes | — | https URL; ≤ 4,096 characters |
prompt | string | yes | — | ≥ 1 character; ≤ 1,000 characters |
quote_id | string | no | — | UUID |
quote_only | boolean | no | false | — |
wait_timeout_seconds | integer | no | 0 | 0–60 |
webhook_url | string | no | — | https URL; ≤ 4,096 characters |
The schema is strict. A field that is not in this table gets 400 unsupported_option. The field names are the roasOS role names. One role has one name in every family.
Media
This endpoint accepts these media roles:
image_url— first frame (or the single source image)
| Role | Items | Maximum size | Content types | Duration |
|---|---|---|---|---|
image_url | ≤ 1 | 10 MB | image/jpeg, image/png, image/webp | — |
Every other role is refused: avatar_id, elements, product_id, product_images, references, reference_images, end_image_url, scene_id, scene_image, video_urls, video_url, audio_urls, audio_url, voice_id. A refused role gets 400 unsupported_option.
https://cdn.roasos.com that your workspace owns. Any other URL gets 400 reference_media_not_workspace_owned. Refer to Reference media and uploads to learn how to put a file there.Prompt
Describe the scene, not the product. The model already holds the product as pixels, so spend the words on the surface it stands on, the light and the setting: "on a rock, next to the ocean, dark theme" is the shape of Bria's own example. Write in English. Avoid special characters. Do not ask for a headline, a logo or a label — the placement keeps the product's own label, and a second rendered one fights it. Keep the description under 1,000 characters. The output is one image at about 1 MP, in the placement that roasOS pins; there is no aspect-ratio field, because the output shape is pinned too.
Not exposed
These catalog entries describe omitted inputs, pinned values and source constraints. They do not imply that the provider accepts every listed field.
num_results— pinned to1.placement_type— pinned tomanual_placement.manual_placement_selection— pinned tobottom_center.shot_size— these values are not available:1000,1000.padding_values— not accepted by this public endpoint.original_quality— not accepted by this public endpoint.ref_image_url— not accepted by this public endpoint.optimize_description— pinned totrue.fast— pinned totrue.sync_mode— not accepted by this public endpoint.
Result
The result kind is image. Always present: nothing. Present when the run makes it: avatar_id, full_body_url, images, portrait_url, provider_seed, reference_sheet, url.
{
"data": {
"id": "gen_…",
"kind": "image",
"model": "bria-product-shot",
"status": "completed",
"result": {
"avatar_id": "00000000-0000-4000-8000-000000000000",
"full_body_url": "https://cdn.roasos.com/workspaces/ws_01/full_body_url",
"images": [
"https://cdn.roasos.com/workspaces/ws_01/images-1.png"
],
"portrait_url": "https://cdn.roasos.com/workspaces/ws_01/portrait_url",
"provider_seed": 0,
"reference_sheet": "https://cdn.roasos.com/workspaces/ws_01/reference_sheet",
"url": "https://cdn.roasos.com/workspaces/ws_01/result"
}
}
}The files are immutable objects on https://cdn.roasos.com. A result URL is a valid media input for your next request.
Example
The three steps are always the same: quote, run, poll.
# 1. Quote. Nothing is spent.
curl -X POST https://api.roasos.com/v1/image-edit/bria-product-shot \
-H "Authorization: Bearer roasos_sk_live_..." \
-H "Idempotency-Key: 0f1c9e2a-bria-product-shot-0001" \
-H "Content-Type: application/json" \
-d '{"quote_only":true,"image_url":"https://cdn.roasos.com/workspaces/ws_01/uploads/image_url.png","prompt":"A woman holds the bottle at eye level in a bright kitchen, morning light, static camera."}'
# 200 { "data": { "kind": "quote", "quote_id": "q_7Hk...", "credits": 1, "expires_at": "...",
# "confirmation": { "model": "bria-product-shot", "example": "1_image" } } }
# 2. Run. Same body, same Idempotency-Key, quote_id in place of quote_only.
curl -X POST https://api.roasos.com/v1/image-edit/bria-product-shot \
-H "Authorization: Bearer roasos_sk_live_..." \
-H "Idempotency-Key: 0f1c9e2a-bria-product-shot-0001" \
-H "Content-Type: application/json" \
-d '{"quote_id":"q_7Hk...","image_url":"https://cdn.roasos.com/workspaces/ws_01/uploads/image_url.png","prompt":"A woman holds the bottle at eye level in a bright kitchen, morning light, static camera."}'
# 201 { "data": { "id": "gen_...", "status": "queued", "credits_reserved": 1 } }
# 3. Poll, then read the result.
curl https://api.roasos.com/v1/jobs/gen_.../status -H "Authorization: Bearer roasos_sk_live_..."
curl https://api.roasos.com/v1/jobs/gen_.../result -H "Authorization: Bearer roasos_sk_live_..."Today
POST /v1/image-edit/bria-product-shot costs 1 credit for one generation, flat. No field of the request changes that price. The reason the price has one shape is that roasOS pins the provider controls that would move it: num_results is pinned to 1, and placement_type is pinned to manual_placement with a bottom_center placement. At the provider's own automatic placement one request returns ten images per result, so an exposed count would be an unbounded bill against one flat published price. The request therefore takes two fields only: the cut-out in image_url, and the scene in prompt. POST /v1/generations has no image-edit type, so this endpoint is the only public path to this model. The endpoint is an API capability first: the roasOS agent does not offer it as a tool yet, so the product lane of a statics run falls back to Nano Banana Pro with the cut-out as a reference until it does.
See also
llms.txtfor this model — the same facts as one plain-text file for an agent.GET https://api.roasos.com/v1/catalog/bria-product-shot— the machine-readable form: enums, defaults, limits and prices. Refer to the API reference.- Jobs — how to poll a job and read its result.
- Provider endpoints:
fal-ai/bria/product-shot.
Bria Background Remove
Bria RMBG 2.0 removes the background from one image and returns a transparent PNG at the source dimensions. It is the roasOS cut-out step before a composite.
GPT Image 2.5 Inpaint
GPT Image 2.5 Inpaint changes one masked region of an image and keeps every other pixel. It is the roasOS positional edit: replace a label, remove an object, fill a gap. It runs fal's sunburst editor.