Runflow
Bria AI

Bria FIBO API

8B DiT model trained on 100% licensed data with JSON-native structured prompts — the first enterprise-grade image model with full IP indemnification and EU AI Act compliance.

bria-fibo-generate8B paramsDiT flow-matching with DimFusion conditioning and SmolLM3-3B text encoder
Updated March 2026·Early access
Price
$0.04/image
Usage-based, per image
Resolution
1MP or 4MP
Up to 2048×2048
Cold Start
5–10s
Not billed · handled by Runflow
Category
Image Generation
text-to-image

Bria FIBO model family

Generation, editing, and utility endpoints — all trained on 100% licensed data.

FIBO Generate

Generation

8B text-to-image with structured JSON prompts

FIBO Lite Generate

Fast

8-step distilled variant (~10x faster)

FIBO Structured Prompt

Prompt Builder

JSON prompt expansion without image generation

FIBO Edit

Editing

Instruction-based image editing

FIBO Blend

Composition

Multi-image composition

FIBO Relight

Lighting

Lighting adjustment and transfer

FIBO Restyle

Style Transfer

Style transfer between images

Benchmarked for your use case

Every model on Runflow is scored per vertical — not generic leaderboard numbers. Scores come from domain-expert evaluation on real production prompts.

Use CaseAssessmentNotes
PortraitPendingPortrait quality
FashionPendingFashion quality
ProductPendingProduct quality
CreativePendingCreative quality

API Parameters

Full parameter reference for the bria-fibo-generate model endpoint.

ParameterTypeDescription
promptstringText prompt for image generation. Short prompts are automatically expanded into structured JSON with 1,000+ words covering 100+ visual attributes.
structured_promptobjectStructured JSON prompt with explicit control over lighting, camera, composition, DoF, color palette, and artistic style. Use instead of or alongside text prompt.
image_urlstringReference image for Inspire mode. The model extracts a structured prompt from the image, merges with your creative direction, and generates a new image.
resolutionstringOutput resolution tier. Options: "1MP" (~1024×1024), "4MP" (~2048×2048). Default: "1MP".
aspect_ratiostringOutput aspect ratio. Options: 1:1 (default), 2:3, 3:2, 3:4, 4:3, 4:5, 5:4, 9:16, 16:9.
steps_numintegerInference steps. 50 for max quality, 30–40 for balanced. Range: 20–50. Default: 50.
negative_promptstringDescribe what to exclude from the generated image.
seedintegerReproducibility seed. Default: 5555.
sync_modebooleanIf true, returns the image directly in the response.

Technical Specifications

Architecture8B DiT flow-matching with DimFusion conditioning
Parameters8 billion
Text EncoderSmolLM3-3B
VAEWan 2.2
Max Resolution4MP (~2048 × 2048)
Training Data100% licensed (30+ partners including Getty Images, Envato)
Output FormatPNG
ComplianceEU AI Act, GDPR
LicenseCC BY-NC 4.0 (commercial license available from Bria)

Why run Bria FIBO on the Runflow API

Flux AI models are available on many platforms. Here's what makes the Runflow image generation API different.

100% licensed training data

Every image in FIBO's training set is licensed and rights-cleared from 30+ premium content partners including Getty Images and Envato. Full IP indemnification for enterprise use.

JSON-native structured prompts

The first model natively trained on structured JSON captions (~1,000 words, 100+ visual attributes). Control lighting, camera, composition, DoF, color palette, and artistic style with precision.

Three operational modes

Generate (text-to-image with auto JSON expansion), Refine (modify specific attributes while preserving everything else), and Inspire (reference image + creative direction).

EU AI Act compliant

First AI provider to fully comply with the EU AI Act. GDPR-compliant training data with attribution traceability and content moderation built in.

Patented attribution engine

Spotify-inspired model that programmatically compensates data owners based on their influence on each generated output — ethical AI by design.

Explore other models

Same API, different strengths. Switch models with one parameter change.

Frequently asked questions

Resources

Start generating images with Bria FIBO

Get API access in minutes. No GPU setup, no infrastructure to manage. Pair with Sentinel to control the quality of every AI-generated image you ship.