fibo

by Bria

FIBO is an 8-billion-parameter, DiT-based, flow-matching text-to-image model trained exclusively on licensed data and on long, structured JSON captions of up to roughly 1,000 words. It uses SmolLM3-3B as its text encoder with a novel DimFusion conditioning architecture, enabling deterministic generation where identical inputs produce identical outputs. The model operates in three modes: Generate converts short prompts into detailed JSON specifications covering lighting, composition, and camera settings before rendering, Refine enables targeted attribute changes without cumulative generation drift, and Inspire extracts structured prompts from reference images for variation. TeaCache optimization speeds up inference by about three times with minimal quality loss. Marketed by Bria as the first deterministic visual foundation model, FIBO trains exclusively on rights-cleared data from over 20 premium content partners including Getty Images and Envato, and ships with full enterprise indemnification. It offers integration options across major design ecosystems including Adobe, Figma, and AWS.

Key info

Input
Output
Features
Pricing
$0.04 / generation
Billing
Per generation
  • US residency available
  • Zero data retention via Enterprise
  • No training by default

Pricing

Usage-based pricing, billed per generation, not by token.

VariantPrice
Standard$0.04 / generation

Available routes

fibo runs on 1 route through the Opper gateway. Compare residency, ZDR, and training posture at a glance β€” full data-handling detail per route below.

ProviderRegionZero data retentionTrainingPrice
DeepInfraUSEnterpriseNo$0.04 / generation

Training posture across routes: No training on prompts by default.

Data handling per route

Each route hosting fibo has its own privacy posture, residency, and GDPR terms. Postures are maintained by Opper with a last-verification timestamp.

DeepInfra β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is available via Opper Enterprise contract. No training on customer data. US; unknown.

Zero data retention
Available via Opper Enterprise contract.
Training
No training on customer data.
Logging
Limited debug logs
Third-party access
None disclosed
GDPR DPA
No DPA
Transfer mechanism
unknown

Get started

Call fibo through the Opper gateway with one API key. Let your coding agent set it up, or call it directly β€” Opper is drop-in compatible with the OpenAI, Anthropic, and Google AI SDKs.

Set it up with your agent

Copy this and paste it into your coding agent β€” Claude Code, Cursor, Codex, and more β€” and it'll wire up Opper for you.

Or call it directly

import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.OPPER_API_KEY,
baseURL: "https://api.opper.ai/v3/compat",
});
const completion = await client.chat.completions.create({
model: "deepinfra/Bria/fibo",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

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Side-by-side on privacy, EU hosting, pricing, and benchmarks.

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fibo by Bria β€” pricing, benchmarks | Opper AI