Bria modelsimage generation api

bria/fibo/edit

Name: Bria Fibo Edit
Author: Bria

Fibo Edit is Bria's intelligent image editing model. Transform, retouch, and reimagine existing images using text prompts - from background replacement to artistic style conversion.

Input

Image URL or upload(string)

Upload

PNG, JPEG, WebP, or GIF · 20 MiB maximum

Reference image (file or URL).

This field is required.

Idle

Example output — click Run to generate your own

Production endpoint

Send your first request

OpenAI-compatible endpoint with unified authentication and usage tracking.

POSThttps://api.sandbase.ai/v1/run

Model IDbria/fibo/edit

Input Schema

1 parameters · 1 required · 0 optional

Parameter	Type	Required	Description
`image`	string	Required	Reference image (file or URL).

Output Schema

Field	Type	Description
`id`	string	Unique identifier for the generation task
`status`	string	Task status: pending, running, completed, failed, timeout
`model`	string	Model used for the generation
`outputs`	array	Array of output items
`outputs[].url`	string	URL of the generated artifact
`outputs[].content_type`	string	MIME type (e.g. image/png, video/mp4)
`error`	object \| null	Error details if failed, null on success
`error.type`	string	Machine-readable error type code
`error.message`	string	Human-readable error description

Async Workflow

This model uses asynchronous execution. Submit a request and poll for the result.

Submit — POST to /v1/run, receive an id
Poll — GET /v1/run/{id} until status is completed, failed, or timeout
Retrieve — Read outputs from the completed response

Code Examples

Ready-to-run snippets

# Step 1: Submit
curl -X POST https://api.sandbase.ai/v1/run \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -d '{
  "model": "bria/fibo/edit",
  "image": "https://static.sandbase.ai/examples/bria/fibo/edit/input_image_0.png",
  "prompt": "a beautiful sunset over mountains"
}'

# Step 2: Poll result (replace <id>)
curl https://api.sandbase.ai/v1/run/<id> \
  -H "Authorization: Bearer YOUR_API_KEY"

← Back to Bria Fibo Edit

API README

Bria Fibo Edit

Bria Fibo Edit is built for instruction-led editing that changes an existing image while protecting its useful visual identity. It gives creative and production teams a focused way to move from an approved brief or source asset to a reviewable result without fragmenting the job across unrelated tools. The model is most valuable when visual intent, brand suitability, and downstream usability all matter, because its output can enter an editorial, campaign, product, or content pipeline as a purposeful asset rather than an isolated experiment.

In practice, teams can use Bria Fibo Edit during a structured cycle of briefing, generation, comparison, and refinement. Establish the subject, audience, visual objective, and acceptance criteria first; prepare any reference media at suitable quality; then evaluate alternatives for composition, continuity, realism, and communication value before delivery. This workflow keeps creative judgment central while making repeated production easier to review, reproduce, and scale for the specific bria/fibo/edit task.

Highlights

Natural-language revisions. Natural-language revisions gives bria › fibo › edit a recognizable technical advantage: reviewers can assess this property directly in the generated asset instead of inferring it from request mechanics.

Subject consistency. bria › fibo › edit applies subject consistency to the visual or temporal result itself, helping artists make a meaningful quality decision during selection and refinement.

Localized visual changes. For bria › fibo › edit, localized visual changes supports coherent assets across the intended creative workflow and distinguishes this capability from a simple format or delivery option.

Commercial finish retention. The practical value of commercial finish retention is visible in the finished media from bria › fibo › edit, where it supports repeatable art direction rather than merely exposing another request setting.

Pricing

Billing basis	Price
Per request	$0.040000

When to Use

✅ Good fit	❌ Consider alternatives
Use it when instruction-led editing that changes an existing image while protecting its useful visual identity is the central production goal	Choose a different model when the required media task is fundamentally different
The team needs several reviewable creative alternatives	Exact deterministic reproduction is mandatory
Visual quality and practical downstream use both matter	Editable source layers or native project files are required
A managed generation step fits the delivery workflow	A live frame-by-frame interactive editor is essential
The documented inputs cover the available source assets	Required source media or controls fall outside the documented fields

Prompt Guide

State the intended result first, then describe the subject, environment, action, visual treatment, and delivery constraints. Keep instructions concrete, avoid conflicting directions, and change one creative variable at a time when comparing outputs. For source-driven work, describe what should remain recognizable as clearly as what should change.

{
  "image": "https://static.sandbase.ai/examples/bria/fibo/edit/input_image_0.png"
}

Technical Specs

Parameter	Specification
`image`	string · Required · Reference image (file or URL).

Related Models

bria/background/remove
bria/background/replace
bria/embed-product