Bria FIBO 2.0
FIBO 2.0 is the second generation of Bria's FIBO image models, unifying generation and editing in one 8 billion parameter flow-matching model. Bria, which sells to enterprises, says it is trained only on licensed data. Every prompt is first expanded into a structured scene description in Bria's Visual Generation Language (VGL), a JSON document of subjects, composition, lighting and style that the API returns and that you can edit and send back to change one thing at a time. It renders at about one megapixel in 21 aspect ratios. The weights are published for non-commercial use under CC BY-NC 4.0; commercial use needs Bria's API, a host such as fal, or a licence. We could not find a dated release announcement.
Anvisha Pai, Co-founder & CEO, Voyager
Bria
›What we asked for
A self-portrait of Bria FIBO 2.0, an image model that plans each picture as a structured scene description before rendering it: an architect's drafting table seen from above, a translucent tracing-paper sketch of a sunlit room laid over the finished colour photograph of the same room, pencils and a scale ruler beside it, soft daylight.
bria/fibo-2/generate
aspect_ratio: 4:3
returned 1152 by 864 pixels
At a glance
- Price
- $0.04 an image on fal, generation or edit.
- Sizes
- About one megapixel at 21 named aspect ratios from 1:5 to 5:1, all four of ours included: 1024 square, 864 by 1152, 1152 by 864 and 1568 by 672.
- Structured prompts
- Your prompt is expanded into a VGL JSON scene description, returned with the image. Send it back with a short change to refine one aspect, or send VGL alone to render it as written.
- Licensed training data
- Bria says FIBO 2.0 is trained only on licensed data, curated from its own dataset of about a billion images.
- Weights
- Dev and Edit Turbo checkpoints on Hugging Face under CC BY-NC 4.0, non-commercial only; commercial use goes through Bria.
Anvisha's take
FIBO 2.0 is the most literal model in this batch, in a good way. The infographic is the four steps, an icon each, and nothing else, the poster is the three lines and nothing else, and the logo is a spoked wheel with a chain link and a clean wordmark, no tagline. The edit is as good as any on the roster: the dripper turned green, a brass handle appeared on the right, and the frame, the rings on the cone and the hole in the base are where they were. It lost marks on the chart, where six steadily rising bars have no labels and run off their own 300 axis, on the ice count, four cubes for three, and on the woodblock print, which came signed with a column of characters and seals. The structured prompt is the reason to choose it over cheaper models: Bria's pitch is that you change one field of the returned VGL, the lighting say, and the rest of the scene holds. We did not test that here. At four cents it is not cheap, but the training-data story is one some legal teams will pay for.
Bria FIBO 2.0 real output: the same 12 prompts every model gets
Every image model on this site gets the same 12 prompts, so you can compare like with like. These are the pictures Bria FIBO 2.0 returned, one try each, nothing re-rolled or retouched. Generated on . The 12 pictures took 9 to 21 seconds each and cost $0.48 in total.
Spelling, kerning and hierarchy of three lines of set text.
›What we asked for
A concert poster that reads 'MODA SUMMER SESSIONS' in large bold type, with the subtitle 'Friday 12 June, 8pm, Roundhouse' and a smaller line 'Tickets at the door'. Risograph style, two colours, tangerine and navy, grainy ink texture.
bria/fibo-2/generate
aspect_ratio: 3:4
returned 864 by 1152 pixels
Catalogue lighting, a clean seamless background and a believable contact shadow.
›What we asked for
Studio product photograph of a matte black ceramic pour-over coffee dripper on a seamless white background, soft top light, subtle contact shadow, centred, catalogue style.
bria/fibo-2/generate
aspect_ratio: 1:1
returned 1024 by 1024 pixels
A natural face, correct finger count and hands holding an object.
›What we asked for
Close-up portrait of a woman in her 40s with short grey hair, laughing, holding a red ceramic mug with both hands, natural window light, 85mm lens, shallow depth of field.
bria/fibo-2/generate
aspect_ratio: 3:4
returned 864 by 1152 pixels
A flat single-colour mark with a legible wordmark and no gradients or photo texture.
›What we asked for
A flat vector logo mark for a bicycle repair shop called 'Spoke & Chain': a single-colour icon combining a chain link and a wheel spoke, with the wordmark below in a geometric sans-serif, black on white.
bria/fibo-2/generate
aspect_ratio: 1:1
returned 1024 by 1024 pixels
Many distinct objects and people in one frame without merging or duplicating them.
›What we asked for
A crowded Saturday farmers market seen from slightly above: at least twelve stalls with striped awnings, shoppers carrying tote bags, a dog on a leash, crates of oranges, a musician with a guitar, bunting overhead, late morning light.
bria/fibo-2/generate
aspect_ratio: 4:3
returned 1152 by 864 pixels
A named historical style applied faithfully rather than a generic painterly look.
›What we asked for
A lighthouse on a rocky cliff during a storm, in the style of a Japanese ukiyo-e woodblock print, with visible wood grain texture, flat colour areas and a bokashi gradient sky.
bria/fibo-2/generate
aspect_ratio: 3:4
returned 864 by 1152 pixels
Six labelled bars at the stated heights, in order, with readable axes.
›What we asked for
A clean bar chart titled 'Monthly active users' showing six months, January through June, with the values 120, 150, 180, 170, 220 and 260, labelled axes, white background, one accent colour, no 3D effects.
bria/fibo-2/generate
aspect_ratio: 4:3
returned 1152 by 864 pixels
A 21:9 composition that leaves the left third clear for headline text.
›What we asked for
Website hero banner: a wide panorama of a sunlit modern co-working space with plants, the left third of the frame kept as clear wall space for text, warm neutral palette.
bria/fibo-2/generate
aspect_ratio: 21:9
returned 1568 by 672 pixels
Four numbered steps in the given order with their exact wording, plus an icon each.
›What we asked for
An infographic card titled 'How to brew pour-over' with four numbered steps in this order: 1. Rinse the filter, 2. Bloom for 30 seconds, 3. Pour in slow circles, 4. Wait 3 minutes. A simple icon beside each step, muted palette, clean sans-serif type.
bria/fibo-2/generate
aspect_ratio: 3:4
returned 864 by 1152 pixels
Appetising, menu-grade food with correct textures and no melted anatomy.
›What we asked for
Overhead photograph of a margherita pizza on a wooden board, fresh basil leaves, one slice pulled out with the cheese stretching, restaurant menu photography, natural light.
bria/fibo-2/generate
aspect_ratio: 1:1
returned 1024 by 1024 pixels
Exact counts and left-right placement of five named objects.
›What we asked for
A glass of water on a wooden table with exactly three ice cubes in it, a yellow pencil resting across the rim of the glass, a blue book to the left of the glass and a red apple to the right, photographed from table height.
bria/fibo-2/generate
aspect_ratio: 4:3
returned 1152 by 864 pixels
Change one object's colour and add a part while leaving background, light and framing untouched.
›What we asked for
Change the coffee dripper to a deep forest green and add a small brass handle on its right side. Keep the background, lighting and composition exactly as they are. (applied to the product on white result above)
bria/fibo-2/edit
returned 1024 by 1024 pixels
How the cost under each picture was worked out: fal's flat $0.04 per image for Bria FIBO 2.0, generate and edit (fal.ai/models/bria/fibo-2/generate and /edit, read 2026-10-22); fal does not return the charge.
Compare Bria FIBO 2.0
Bria FIBO 2.0 pricing
| Where | Unit | Price | Source |
|---|---|---|---|
| fal | Image Flat per image at about one megapixel. | $0.04 | fal model page, read |
| fal | Edited image | $0.04 | fal model page, edit, read |
Is Bria FIBO 2.0 free?
The weights are free to download for non-commercial use and research under CC BY-NC 4.0. Commercial use is paid, through Bria's API, a host such as fal, or a commercial agreement with Bria.
- •Hugging Face: Fibo-2.0-dev and Fibo-2.0-edit-turbo, CC BY-NC 4.0.
- •fal: $0.04 an image, generation or edit.
- •Commercial self-hosting: by agreement with Bria.
Hugging Face model card, read
Where to use Bria FIBO 2.0
- fal · bria/fibo-2/generate and bria/fibo-2/edit; the endpoints used for the samples below.
- Hugging Face · Dev and Edit Turbo weights, non-commercial licence.
- Bria · Bria's own API and commercial licensing.
- Voyager · Runs inside Voyager, the agent for creative work, with your own fal key.
Voyager
Run Bria FIBO 2.0 inside Voyager
Voyager is an agent for creative work that runs every model in this reference, Bria FIBO 2.0 included. Brief it, and it picks the model, makes the thing and hands back something you can edit. Create an account to get started.
What we noticed running Bria FIBO 2.0
- •Green with a brass handle on the right, and the framing, the rings on the cone and the hole in the base unchanged. See the edit an existing image picture.
- •Title and four steps word for word, a line icon each, on a card, with nothing invented. See the infographic with steps picture.
- •All three lines correct and nothing added: a two-colour circle-and-triangle layout with the title in large shadowed type. See the text in an image picture.
- •No value labels, months shortened to Jan to Jun, and six bars that each rise past the last, April above March and June above the 300 line, on an axis that stops at 300. See the chart picture.
- •Book left, apple right, pencil across the rim, but four ice cubes in the glass. See the hard composition picture.
- •A committed print, but signed: a cartouche of characters at the top right and seals at the bottom, and the lighthouse drawn as a pagoda-like tower. See the specific art style picture.
- •A spoked wheel with a chain link at the hub and a clean wordmark, single colour, no tagline. See the logo mark picture.
- •Striped tents, bunting, oranges in crates, a standing busker with a guitar and one golden retriever on a lead. See the busy scene picture.
- •The self-portrait wrote 'Bria FIBO 2.0' in the corner of the photograph.
- •9 to 21 seconds a picture through fal, median about 17. Bria reports under 2 seconds for the model on its own API; fal notes it has not verified that.
Bria FIBO 2.0 limits and API parameters
| Limit | Value |
|---|---|
| Output size | About one megapixel, the area the model was trained at, at 21 aspect ratios. Hugging Face model card, read |
| Edit inputs | One to four images in total; masks only with a single image. fal model page, edit, read |
| Licence | Weights under CC BY-NC 4.0, non-commercial; commercial use by agreement with Bria. Hugging Face model card, read |
›Every setting, for developers
fal (bria/fibo-2/generate)
fal API schema, read
| Parameter | Type | Values | Default |
|---|---|---|---|
| prompt | string | Any text Expanded into a VGL document, which is returned. With vgl, the change to make to it. | |
| vgl | object | A VGL scene description Alone, rendered as written. Not with image_url or style. | |
| image_url | string | URL Inspire mode: with a prompt, a visual reference for a new scene; alone, a close variation. | |
| aspect_ratio | enum | 1:1, 1:2, 1:3, 1:4, 1:5, 2:1, 2:3, 3:1, 3:2, 3:4, 4:1, 4:3, 4:5, 5:1, 5:4, 9:16, 9:21, 10:16, 16:9, 16:10, 21:9 At about one megapixel. | 1:1 |
| style | enum | Kodak Film, Hard Flash, Hazy Dreamy, Rough Realism Requires a prompt. | |
| seed | integer | 0 to 2147483647 A fixed default, so the same prompt returns the same image unless you change it. | 5555 |
fal (bria/fibo-2/edit)
fal API schema, read
| Parameter | Type | Values | Default |
|---|---|---|---|
| image_urls | list of URLs | 1 to 4 images Required. Referred to as <image_1>, <image_2> and so on. | |
| instruction | string | Any text The edit; prompt is accepted as an alias, which is what we sent. | |
| mask_url | string | URL White is edited. Single-image requests only; pixels outside the mask are kept. | |
| aspect_ratio | enum | The same 21 ratios Unset, the output keeps the first image's ratio; a single image always keeps its own. |
What Bria FIBO 2.0 will not draw
Bria's pitch is legal safety: it says FIBO 2.0 is trained only on licensed data with clear commercial rights, and fal's FAQ answers yes to whether it is safe for commercial use. That is Bria's claim, not an independent audit. fal's endpoint exposes no safety-checker setting.
fal model page, read
Alternatives to Bria FIBO 2.0
Frequently asked questions
What is Bria FIBO 2.0?
Bria's second-generation FIBO image model, an 8 billion parameter model for generation and editing that Bria says is trained only on licensed data. It turns each prompt into a structured JSON scene description you can edit.
How much does FIBO 2.0 cost?
$0.04 an image on fal, generation or edit, read on 22 October 2026.
Can I use FIBO 2.0 commercially?
Through Bria's API or a host like fal, yes; fal and Bria both say so. The downloadable weights are CC BY-NC 4.0, non-commercial, unless you have an agreement with Bria.
What is VGL?
Bria's Visual Generation Language: a JSON description of a scene's subjects, composition, lighting and style. FIBO 2.0 writes one from your prompt and returns it, and Bria says you can edit it to change one aspect of the image without the rest drifting.
How this page is made
Prices, limits and settings are read from the linked vendor and host pages on the dates shown. Every picture was generated by us through fal with the request shown under it, and the original files are kept unedited. A generation that failed is shown as a failure. Model and vendor names are used to identify the products; no vendor imagery appears on this page.
