Structured prompts
FIBO was trained on captions of 1,000+ words, so it rewards detailed briefs. Describe the light source, lens, camera angle, palette and composition separately — the model uses each.
Bria builds image models trained on licensed data. FIBO is its 8-billion-parameter model that reads long, structured prompts. On Kenerate: Bria FIBO 1.5 and Bria 3.2, 12 credits each.
Quick answer
Updated
Bria builds image models trained exclusively on licensed data. FIBO (model card dated 11 November 2025) is an 8-billion-parameter model that Bria calls “JSON-native” — trained on long, structured captions for precise control of lighting, composition, camera and colour; FIBO 1.5 is a faster distilled version. On Kenerate, Bria FIBO 1.5 (1MP or 4MP, up to 4 references) and Bria 3.2 cost 12 credits each.
About the model
Facts from the maker's own announcement and repository, linked below.
| Maker | Bria |
|---|---|
| FIBO | 11 November 2025 model card — 8B-parameter DiT, trained on structured captions of 1,000+ words |
| FIBO 1.5 | Distilled FIBO: 4–6 steps instead of 50 |
| Bria's claim | Trained exclusively on licensed data |
| On Kenerate | Bria FIBO 1.5 (12, 1MP or 4MP, up to 4 references) and Bria 3.2 (12, negative prompts) |
Gallery
Real outputs made on Kenerate. Open any image to copy its prompt and run it yourself.
Same prompt
The same portrait prompt on both Bria models.


Portrait of a young woman with freckles and a green knitted scarf in autumn light, 85mm
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From our tests
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In depth
Background, how to prompt it, and when to pick something else.
FIBO was trained on captions of 1,000+ words, so it rewards detailed briefs. Describe the light source, lens, camera angle, palette and composition separately — the model uses each.
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FAQ
4 questions
Bria's 8-billion-parameter image model, trained on long structured captions and on licensed data only, according to Bria.
Bria FIBO 1.5 and Bria 3.2 cost 12 credits each.
It is built to follow long, structured prompts — Bria calls it JSON-native — for precise control of lighting, camera and composition.
Yes — Bria FIBO 1.5 on Kenerate takes up to 4 reference images, at 1MP or 4MP, for 12 credits.
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Written by the Kenerate AI team
We run these models in the Kenerate generator. Model facts come from the makers' own pages; specs and limits were checked against our code; the examples are our own outputs. Last updated 27 September 2026. Corrections: hello@kenerateai.com.
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