Bria FIBO 2vs.FLUX.1 [dev]

Which one is better?

In our own test, Bria FIBO 2 leads. Neither is in the arena. Neither has an API price.

Same task, the first image of each. The task with the biggest difference is preselected.

Bria FIBO 2: Typography and layout, first image from the fixed test run — Bria FIBO 269 out of 100

FLUX.1 [dev]: Typography and layout, first image from the fixed test run — FLUX.1 [dev]7 out of 100

Result for “Typography and layout”:Bria FIBO 2 ahead

Prompt given to both modelsCreate a square editorial poster for an imaginary night train called MONDFALTER. Show the exact German headline MONDFALTER and the exact subline BERLIN NACH LISSABON. Use a restrained midnight-blue and warm-cream palette, one stylized moth, strong Swiss-grid typography, generous negative space, and no additional words or logos.

What the rating looks at: Legible text, hierarchy, and composition.

“Ahead”: better in all three rating rounds. “Slightly ahead”: a higher value, but not in every round.

Test protocol of the images

Both models receive the same archived prompt in exactly one request, and the first result counts. Files are normalized to 1,024 × 1,024 pixels without cropping. Provider resolution, randomness, quality tier and prompt processing can still differ. The images are a practical visual test, not a reconstruction of the arena configuration.

Character and detail

Bria FIBO 2: fal, aspect ratio 1:1, n=1, seed=5555, Fal route default seed 5555; prompt-only VGL generation; approximately 1MP output, estimated cost $0.040000, generated Nov 1, 2026, 8:58 PM. Source

FLUX.1 [dev]: fal, requested 1024x1024, n=1, seed=1386633789, estimated cost $0.025000, generated Nov 1, 2026, 9:00 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: 985a75b38642a9f0e5e0c0e0c67f1b7f67780d42bd2168fa24e9a7a7a94b0da6

Bria FIBO 2 image SHA 256: 08e923a728a1475a6c461029900a5e97e808ad495c1910bdddca9f2665f23de9

FLUX.1 [dev] image SHA 256: 8cc425497844ab30bdb5f4b32b613219d01f1f21289d68fc198bb5980a3c6465

Infographic

Bria FIBO 2: fal, aspect ratio 1:1, n=1, seed=5555, Fal route default seed 5555; prompt-only VGL generation; approximately 1MP output, estimated cost $0.040000, generated Nov 1, 2026, 8:59 PM. Source

FLUX.1 [dev]: fal, requested 1024x1024, n=1, seed=1094286267, estimated cost $0.025000, generated Nov 1, 2026, 9:00 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: ed65cb4e6a51e2336f8b149ad4cbb16e020f07d527ad94362e719d2dcf91d94f

Bria FIBO 2 image SHA 256: e0a777d79106a8eadf3666524478108f6f17282864c33737c1005121f62baa95

FLUX.1 [dev] image SHA 256: 3d5c50031e545a82fe0617e724937b960d6e77c8371795f99fdf8037a2de8e9c

Product photography

Bria FIBO 2: fal, aspect ratio 1:1, n=1, seed=5555, Fal route default seed 5555; prompt-only VGL generation; approximately 1MP output, estimated cost $0.040000, generated Nov 1, 2026, 8:58 PM. Source

FLUX.1 [dev]: fal, requested 1024x1024, n=1, seed=1029917942, estimated cost $0.025000, generated Nov 1, 2026, 8:59 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: c67fd71e91304458a2feef5c91efa8677260fab0c0099a29a2c52cb579f5b2f3

Bria FIBO 2 image SHA 256: 5a8de701ae2cb8076dd6bb7106c0fec5c4c30c23c342ed3304a628d220d1f50c

FLUX.1 [dev] image SHA 256: 2932ee8c5af8a92655a9a9c4ad9ff782d366a51b9dad5553d84fe241d084d5c0

Typography and layout

Bria FIBO 2: fal, aspect ratio 1:1, n=1, seed=5555, Fal route default seed 5555; prompt-only VGL generation; approximately 1MP output, estimated cost $0.040000, generated Nov 1, 2026, 8:58 PM. Source

FLUX.1 [dev]: fal, requested 1024x1024, n=1, seed=1184329997, estimated cost $0.025000, generated Nov 1, 2026, 8:59 PM. Source

Protocol gradually-image-comparison-v1. Prompt SHA 256: 2e012c3d14ee5dd02203a94f394ca80a5038cdebd6032b25a8b8a221f2255419

Bria FIBO 2 image SHA 256: 2f9095a594104e147b3fe4991ed21bef67be104de646e7a4dfd6666b1f621855

FLUX.1 [dev] image SHA 256: 5a33abcfb19aa0d6d544ad7beb0ce59f51382a9418b5420edcc7aa553d578382

The numbers at a glance

Arena ratingfrom votes by users · higher is better

n/a

Bria FIBO 2

not in the arena

n/a

FLUX.1 [dev]

not in the arena

GraduallyBenchour own rating, 0 to 100 · higher is better

Bria FIBO 2

Rank 25 of 74

FLUX.1 [dev]

Rank 59 of 74

Price per imagedollars through the API · lower is better

n/a

Bria FIBO 2

no API price

n/a

FLUX.1 [dev]

no API price

Ranks among the 22 image models with an arena rating and the 74 with a GraduallyBench run; prices compared with 28 models with an API price.

Bria FIBO 2

Subscription: n/a No plan in Germany names exactly this model.
Via API: No API price known. Access: API.
Weights: unknown.

FLUX.1 [dev]

Subscription: No Black Forest Labs subscription includes this model. Through other providers from ≈ €9.59 a month (Krea Basic, with limited credits). 6 plans in Germany.
Via API: No API price known. Access: API, local.
License: Open weights, Older T2I checkpoint under a non-commercial license; hosted BFL API remains documented.

Subscriptions only count plans that name exactly this model. Subscription prices include VAT, API prices are in dollars.

GraduallyBench from Nov 1, 2026 · Subscription database from Sep 29, 2026 (34 days old)

All data side by side

The better value is bold. For ratings only when the gap is clear.

Kennzahl	Bria FIBO 2	FLUX.1 [dev]
Ratings
Arena ratingfrom votes by users, higher is better	n/a	n/a
Arena rank	n/a	n/a
Arena votesmore votes, a safer rating	n/a	n/a
GraduallyBenchour own rating, 0 to 100	62	29
GraduallyBench by task
Typography and layoutLegible text, hierarchy, and composition	69	7
Product photographyMaterials, reflections, and fine details	59	40
Character and detailAnatomy, clothing, and spatial consistency	49	40
InfographicNumbers, labels, and visual organization	70	27
API price
Per imagelower is better	n/a	n/a
100 images	n/a	n/a
Profile
Released	n/a	n/a
Weightsopen means: runs locally	unknown	openOlder T2I checkpoint under a non-commercial license; hosted BFL API remains documented
Access	API	API, local
Parameters	not published	12 billion
Largest output	not consistently published	not consistently published
Plans in Germanynaming exactly this model	n/a	6

API prices for one image at 1,024 × 1,024 pixels according to Artificial Analysis.

Sources: Bria FIBO 2 model source (verified Nov 1, 2026) · FLUX.1 [dev] model source, status source (verified Nov 1, 2026)

Arena ratings by category

From blind votes on LMArena. “Ahead” means the lead is clear.

No shared arena score in the stored snapshot

The stored benchmark database contains no measurement for Bria FIBO 2 and FLUX.1 [dev] from the same arena and category. Older model versions are not used as substitutes.

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More matchups

Compare Bria FIBO 2 and FLUX.1 [dev] with other important image models.

View the complete image model comparison

Same prompt, two images

The numbers at a glance

Bria FIBO 2

FLUX.1 [dev]

All data side by side

Arena ratings by category

No shared arena score in the stored snapshot

Compare another matchup

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