Bria's 8B parameter model for controlled text-to-image generation with structured JSON prompts, trained exclusively on licensed data
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
Bria FIBO
#55 of 62 in Text-to-Image
FLUX.1 [dev]
#16 of 62 in Text-to-Image
Where the votes landed
Bria FIBO
0%
win rate
Ties
0%
FLUX.1 [dev]
0%
win rate
Challenge by challenge
The strongest take from each model on every shared challenge, with the AI judge's read.
Geometric Composition
Text-to-Image“A glass cube on a wooden table. Inside the cube is a small blue sphere. On top of the cube sits a red book. A green plant is behind the cube, partially visible through the glass. Soft window light from the left.”
AI Judge Analysis
Bria FIBO
- + Excellent refraction and transparency effects showing the plant through the glass cube
- + High-fidelity textures on the wooden table and leather-bound book
- + Consistent soft lighting that matches the window direction
- − The plant appears to be growing into the cube rather than just being behind it
- − The 'small' blue sphere is relatively large compared to the cube interior
FLUX.1 [dev]
- + Realistic glass reflections including the sphere reflected in the cube walls
- + Photorealistic texture on the book edge and paper
- + Clean and simple composition
- − The plant is completely blurred out and sits far in the background, making it barely visible through the cube
- − The cube geometry is slightly confused, appearing more like a frame than a solid cube
Verdict: Bria FIBO followed the prompt's spatial instructions better by ensuring the plant was clearly visible through the glass cube, whereas FLUX.1 [dev] blurred the background so heavily that the transparency effect was lost. Both models demonstrated high visual quality and handled the complex arrangement of object layering with minimal artifacts.
Candid Street Photography
Text-to-Image“A candid street photo of an elderly Japanese man repairing a red bicycle in light rain, reflections on wet pavement, shallow depth of field, 50mm lens, natural skin texture, imperfect framing, motion blur from passing cars, cinematic but realistic, no stylization.”
AI Judge Analysis
Bria FIBO
- + Excellent depiction of surface reflections on wet pavement
- + Strong 50mm lens aesthetic with shallow depth of field
- + Natural skin texture and expressive facial features
- − Several anatomical and mechanical errors such as the hand merging with the handlebars and impossible pedal placement
- − The bicycle geometry is distorted and lacks a chain connecting correctly
FLUX.1 [dev]
- + Successfully captures motion blur from passing cars
- + Features a more realistic and modern bicycle design
- + Good adherence to the 'imperfect framing' and 'candid' street photography style
- − The man's hands are simplified and lack the fine detail seen in the face
- − Slightly less 'wet' appearance on the pavement compared to Model A
Verdict: While Bria FIBO captures the lighting and texture of a rainy night beautifully, it suffers from significant structural failures regarding how the man is holding the bicycle and the mechanics of the bike itself. FLUX.1 [dev] provides a much more coherent scene, successfully incorporating the requested motion blur and 'imperfect framing' while maintaining believable physical interactions.
Fantasy Warrior
Text-to-Image“Close portrait of a battle-worn paladin in ornate engraved plate armor, hair braided with small beads, faint scars and dirt on the skin, warm torchlight reflecting off metal, shallow depth of field, bokeh sparks, lifelike eyes, highly detailed texture on leather straps and cloth underlayer.”
AI Judge Analysis
Bria FIBO
- + Excellent engraving details on the plate armor
- + Successfully included hair beads as requested
- + Strong textures on the leather and cloth underlayers
- − The scars look like surface-level smudges rather than skin trauma
- − Lighting feels slightly flatter compared to the high-contrast lighting of the other model
FLUX.1 [dev]
- + Exquisite eye detail and lighting
- + Captures beautiful bokeh and warm torchlight atmosphere
- + Highly lifelike skin rendering and realistic depth of field
- − Failed to include the beads in the hair braids
- − The 'scars' look more like freckles than battle-worn injuries
- − Armor engraving is much simpler and less ornate than requested
Verdict: Bria FIBO followed the specific prompt elements more accurately, including the hair beads and detailed engravings on the armor. However, FLUX.1 [dev] produced a much higher quality image in terms of lifelike lighting, eye detail, and overall photographic realism, despite missing some decorative prompt details.
Modern Clean Menu
Text-to-Image“Modern minimalist restaurant menu design, white background with colorful food photos in grid, sections for appetizers/pizza/mains, bold sans-serif fonts, vibrant accents, clean professional layout for casual dining.”
AI Judge Analysis
Bria FIBO
- + Stronger adherence to the vibrant accents and colorful photos requirement
- + Good variety of food imagery across the layout
- + Clever use of geometric shapes as framing elements
- − Text is largely gibberish and poorly rendered
- − The layout is somewhat cluttered and repetitive
- − Pizza and Mains sections appear multiple times in a confusing way
FLUX.1 [dev]
- + Highly professional and clean layout suitable for a real restaurant
- + Exceptional text rendering and font consistency
- + Elegant minimalist aesthetic with realistic food photography
- − Missed the 'Pizza' section header specifically requested
- − Food photos are not arranged in a 'grid' as requested
- − Vibrant accents are a bit too subtle compared to the prompt's request
Verdict: FLUX.1 [dev] produces a significantly more professional and realistic menu layout with readable fonts and high-quality food photography, whereas Bria FIBO struggles with text and layout logic. While Bria FIBO adhered more closely to the 'grid' and 'vibrant accents' part of the prompt, the overall output quality of FLUX.1 [dev] is superior for a design task.
Magic Burger Explosion: Fiery Photorealism Challenge
Text-to-Image“Ad for 'Magic Burger'. Dynamic, exploded burger with all components (bun, patty, cheese, lettuce, tomato, sauce) suspended in mid-air. Emphasize photorealistic detail and a sense of motion. Dark, fiery background with glowing embers. Integrate text: 'MAGIC BURGER' as a prominent title, 'LIMITED TIME ONLY' as a secondary message, and '€6.99' in a starburst, all rendered with a fiery, glowing effect.”
AI Judge Analysis
Bria FIBO
- + Excellent photorealistic texture on the meat and vegetables
- + Strong adherence to the 'fiery glowing' text effect for the title
- + Dynamic, filled composition that feels high-energy
- − Missing the Euro currency symbol (€) in the price
- − The 'LIMITED TIME ONLY' text is plain and lacks the requested fiery effect
FLUX.1 [dev]
- + Successfully included the Euro symbol (€)
- + Clean separation of exploded components
- + Accurate rendering of the starburst-like base of flames
- − Completely failed to include the primary title 'MAGIC BURGER'
- − The burger looks like multiple burgers stacked rather than one cohesive exploded burger
- − Overall image feels a bit sterile compared to the 'dynamic' request
Verdict: Bria FIBO followed the core aesthetic and typographic style much better, creating a vibrant and appetizing ad, although it missed the Euro symbol. FLUX.1 [dev] failed a critical part of the prompt by omitting the main brand name 'MAGIC BURGER' entirely.
Chalkboard Menu
Text-to-Image“Handwritten-style chalkboard menu in a cozy café, all text rendered in the exact same realistic chalk handwriting style with natural variations in letter size, slight slant, and chalk texture — no printed or digital fonts anywhere on the board. Title at the top in elegant cursive chalk handwriting: ‘TODAY’S SPECIALS – APRIL 30, 2026’. Below it, three menu items also in the same handwritten chalk style: ‘Truffle Mushroom Risotto – $24’, ‘Grilled Octopus with Lemon & Herbs – $28’, ‘Brown Butter Chocolate Chip Cookies – $9’. At the very bottom, smaller text in the identical handwritten chalk style (slightly smaller but still clearly legible with the same handwriting characteristics): ‘All items made fresh daily • Ask about our gluten-free options’. Warm ambient café lighting, visible chalk dust and smudges, realistic handwriting imperfections, no clean printed text anywhere.”
AI Judge Analysis
Bria FIBO
- + Excellent chalk texture and realistic smudge effects on the blackboard.
- + Natural variations in handwriting size and slant look authentic.
- − Text is largely nonsensical and fails to render the specific requested words.
- − The date is incorrect or poorly rendered as 'April 3 2026'.
FLUX.1 [dev]
- + Near-perfect adherence to the text prompt, including the complex menu item names.
- + Clean, legible handwriting style that remains consistent across the whole board.
- + Successfully interpreted the unfinished prompt 'Brown But...' as 'Brown Butter Chocolate Chip Cookies'.
- − Handwriting looks slightly more like a digital font than natural chalk variations.
- − The framing of the board is a bit tight, though the composition is still good.
Verdict: FLUX.1 [dev] is the clear winner because it correctly renders the specific text requested, including the difficult menu items and the exact date, and intelligently completed the partial word at the end of the prompt. Bria FIBO captures a more realistic chalk texture and messy handwriting feel, but the actual text rendered is gibberish.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
Bria FIBO
- + Features vibrant, cosmic colors and glowing hooves that enhance the surreal theme.
- + High level of detail on the space suit and leather saddle textures.
- − Failed to follow the spatial instruction of the horse being on top of the astronaut.
- − The horse's anatomy has minor issues with the alignment of the back legs.
FLUX.1 [dev]
- + Clean composition with a beautiful cinematic rim light on the horse's mane.
- + Good depiction of scale against the curvature of the earth.
- − Completely ignored the negative constraint of 'horse on top, not vice versa'.
- − Horse anatomy is notably distorted, particularly in the rear legs and hooves.
Verdict: Both Bria FIBO and FLUX.1 [dev] failed the primary logic test of the prompt, which specifically requested the horse to be on top of the astronaut. Bria FIBO is the better image overall because it offers richer colors, better textures, and more creative 'space-themed' details like the glowing hooves compared to the structurally awkward horse in FLUX.1 [dev].
The Capybara Taxi Driver
Text-to-Image“Photorealistic scene inside a yellow New York taxi at night. A capybara is driving, wearing a yellow taxi driver cap and a dark jacket. It has a calm, professional expression and both front paws on the steering wheel. In the back seat sits a human businesswoman in a coat, looking at her phone with a completely normal, bored expression (as if this is just another normal ride). Through the windows you can see the streets of Manhattan at night with blurred lights. Realistic taxi interior, photorealistic, detailed fur and fabric, 35mm lens, night lighting with reflections, shallow depth of field.”
AI Judge Analysis
Bria FIBO
- + Excellent adherence to the side-profile composition which clearly distinguishes front and back seats.
- + Highly realistic fur texture and professional lighting inside the cabin.
- + Correctly depicts both front paws on the steering wheel as requested.
FLUX.1 [dev]
- + Accurate rendering of the capybara's facial expression and whiskers.
- + High quality rendering of the businesswoman's hands and phone.
- − Failed the spatial layout; the woman is sitting in the passenger seat next to the driver instead of the back seat.
- − The perspective is awkward, looking through the front windshield but showing the back seat roof light.
- − The capybara's paws are not both on the steering wheel correctly.
Verdict: Bria FIBO followed the complex spatial instructions perfectly, placing the businesswoman in the back seat and the capybara in the driver's seat with its paws on the wheel. FLUX.1 [dev] produced a high-quality image but failed on the core composition, placing the passenger in the front seat and struggling with the interior perspective of the vehicle.
The Halloween Invitation
Text-to-Image“Vintage gothic Halloween party invitation. Dark parchment poster, spooky border with webs and thorns, central glowing jack-o-lantern, bats, twisted trees, moody night sky. Add elegant gothic title text saying "Halloween Party Invitation", a small scroll banner saying "You are invited to a night of frights", and event details at the bottom: Date: 30.10.2026 Time: 7pm Location: The Arches, NYC Spooky but polished, cinematic lighting, square format.”
AI Judge Analysis
Bria FIBO
- + Excellent photographic realism and cinematic lighting
- + Successfully includes cobwebs and thorns in the border
- + Captures a moody, vintage gothic atmosphere
- − Text at the bottom is largely nonsensical and garbled
- − Small banner text incorrectly says 'night of nights' instead of 'night of frights'
FLUX.1 [dev]
- + Text is much more legible and accurate to the requested details
- + Follows the hierarchical layout of an invitation well
- + Strong vibrant colors and clean illustration style
- − The main title text says 'Falloween Rancy' instead of requested title
- − Lacks the cobwebs requested in the prompt
- − Less cinematic/realistic than model_a, leaning into a vector art style
Verdict: Bria FIBO captures the 'cinematic' and 'moody' aesthetic much better with high-quality textures and lighting, but completely fails the specific text details at the bottom. FLUX.1 [dev] provides much more functional and readable text for an invitation, although it misses some stylistic elements like the cobwebs and has a major typo in the main header. FLUX.1 [dev] is the likely winner for its superior ability to handle complex layout and specific data points required for an invitation.
Isometric Miniature Diorama Scenes
Text-to-Image“Create a clear, 45° top-down isometric miniature 3D cartoon scene of Japan's signature dish: sushi, with soft refined textures, realistic PBR materials, gentle lighting, on a small raised diorama base with minimal garnish and plate. Solid light blue background. At top-center: 'JAPAN' in large bold text, 'SUSHI' below it, small flag icon. Perfectly centered, ultra-clean, high-clarity, square format.”
AI Judge Analysis
Bria FIBO
- + Excellent text rendering with clean, bold typography.
- + High-quality textures on the rice and fish that feel simultaneously realistic and stylized.
- + Includes a variety of sushi types (nigiri, maki, uramaki) for better visual interest.
- − Includes some unnecessary watermarks/UI artifacts in the bottom corners.
- − The flag icon is placed next to 'SUSHI' instead of being a standalone icon as implied.
FLUX.1 [dev]
- + Successfully captures the miniature 3D cartoon style with soft, rounded edges.
- + Beautiful depth of field and soft lighting that enhances the diorama feel.
- + Accurately places a larger flag icon between the text elements.
- − Text rendering is poor with spelling errors like 'SUSH CATON' and hallucinated characters.
- − Lack of variety in the sushi types compared to the other model.
- − The 45-degree isometric angle is slightly off, feeling more like a standard perspective.
Verdict: Bria FIBO is the clear winner due to its superior text legibility and diverse sushi presentation, which perfectly matches the 'high-clarity' requirement. FLUX.1 [dev] produces a lovely artistic atmosphere, but fails significantly on the text components and displays less detail in the food models.
Adorable Baby Animals in Sunny Meadow
Text-to-Image“Hyper-photorealistic scene of fluffy baby animals—a golden retriever puppy, tabby kitten, baby bunny, and red fox kit—with big expressive eyes and ultra-detailed soft fur, playfully chasing butterflies and tumbling together in a lush wildflower meadow, warm golden sunrise light with god rays and dew sparkles, joyful wholesome vibe, 8K masterpiece.”
AI Judge Analysis
Bria FIBO
- + Successfully included all four distinct species: puppy, kitten, bunny, and fox.
- + Excellent rendering of textures, especially the soft fur and detailed wildflower meadow.
- + Dynamic composition with a clear sense of 'tumbling' and chasing butterflies.
- − The fox is floating in a somewhat anatomically awkward position.
- − Lighting is a bit oversaturated, giving it a slightly digital/AI feel rather than hyper-photorealistic.
FLUX.1 [dev]
- + Beautiful soft lighting and bokeh effect create a professional photographic look.
- + Consistent character style across the four animals.
- + High image clarity with a clean, centered composition.
- − Failed to include the requested tabby kitten, providing two puppies and two fox/rabbit hybrids instead.
- − The poses are static and posed rather than 'tumbling together' as requested.
- − The animal species are stylized to the point of being ambiguous.
Verdict: Bria FIBO followed the prompt much more accurately, successfully depicting all four distinct animal species in an active, playful scene. FLUX.1 [dev] produced a cleaner, more aesthetically pleasing photographic style, but failed significantly on prompt adherence by omitting the kitten and creating ambiguous animal types.
Vintage Cafe Logo
Text-to-Image“Vintage minimalist restaurant logo for "Caffè Florian", retro cloche dome with steam and "Est. 1720" banner, classic typography, warm brown and cream tones, subtle texture on light background, vector emblem style.”
AI Judge Analysis
Bria FIBO
- + Clean vector-style execution
- + Excellent use of warm brown and cream tones
- + Central graphic of the cloche is well-proportioned
- − Significant spelling errors in the brand name ('Froaian')
- − Incorrect date 'Est. 1320' instead of '1720'
FLUX.1 [dev]
- + Successfully rendered the date 'Est. 1720' on the banner
- + Stronger aesthetic minimalism and vintage charm
- + Better line work on the steam and banner texture
- − Spelling error in the brand name ('Flarilaan')
- − Typos in additional text including 'Reseaurant' and random numbers '11011'
Verdict: Both models struggled with the exact spelling of 'Florian', but FLUX.1 [dev] followed the prompt more accurately by including 'Est. 1720' and capturing a more authentic vintage minimalist aesthetic. Bria FIBO produced a cleaner vector look but failed significantly on the specific text and date requested.
Apollo 11: Journey to Tranquility
Text-to-Image“Create a clean, modern vector infographic poster about the Apollo 11 mission. NASA-inspired palette (navy, white, muted red, light gray). Flat-vector style, crisp lines, consistent iconography, subtle gradients only. Steps (stop at landing): 1. Launch (Saturn Vicon) 2. Earth Orbit (Earth + orbit ring icon) 3. Translunar (trajectory arc icon) 4. Lunar Orbit (Moon + orbit ring icon) 5. Descent (lunar module descending icon) 6. Landing (lunar module on the surface icon) Small supporting elements (minimal text): • Crew strip: three silhouette icons with only last names: Armstrong, Aldrin, Collins. • Landing site marker: Moon pin labeled "Tranquility" only. Layout constraints: generous margins, large readable labels, clean background with subtle stars. Vector-only, print-poster look, high resolution.”
AI Judge Analysis
Bria FIBO
- + Stronger adherence to the flat-vector infographic style with clean, identifiable icons.
- + Strictly follows the requested NASA color palette (navy, white, muted red).
- + Excellent use of vertical composition that feels like a professional poster.
- − The sequence of steps is non-linear and confusing to follow.
- − The text is entirely illegible gibberish.
FLUX.1 [dev]
- + Clearer numerical flow or sequence despite inaccuracies in the icons.
- + Included legible main title 'Apollo 11' and some readable labels in the footer.
- + Good use of negative space and balance in the composition.
- − Included extraneous planets like Saturn which were not requested.
- − The iconography is less consistent with the Apollo mission (generic rocket and telescope-like icons).
- − Fails to accurately represent the specific six-step physical process requested.
Verdict: Bria FIBO produces a much more authentic 'modern vector infographic' aesthetic with professional layouts and icons, though the logic of the mission steps is jumbled. FLUX.1 [dev] handles text much better and creates a clearer flow, but it ignores the specific mission icons requested in favor of generic space imagery like ringed planets. Overall, Bria FIBO is the winner for its superior adherence to the artistic style and iconography requested.
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Black Forest Labs' 12-billion parameter flow transformer for high-quality text-to-image generation, suitable for personal and commercial use with streaming support