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
#52 of 62 in Text-to-Image
FLUX1.1 [pro] Ultra
#51 of 62 in Text-to-Image
Where the votes landed
Bria FIBO
0%
win rate
Ties
0%
FLUX1.1 [pro] Ultra
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 depiction of thick glass with realistic internal reflections.
- + High-quality textures on the plant leaves and wooden table.
- + Pleasant, warm lighting that adheres correctly to the direction requested.
- − The blue sphere appears solid and heavy but floats without a clear mechanism, though this matches the prompt's placement.
- − The glass cube has some clipping artifacts where the plant stem appears to merge into the glass structure.
FLUX1.1 [pro] Ultra
- + Photorealistic rendering of glass panels and book textures.
- + Perfect adherence to spatial instructions including the 'partially visible' plant through the glass.
- + Superior detail on the book spine and the dust on the glass surface.
- − The sphere is floating in the center of the cube which looks slightly surreal against the otherwise realistic scene.
Verdict: Both models followed the prompt perfectly, including the specific spatial relationships of the objects. Flux1.1 [pro] Ultra is the winner due to its superior realism in textures and light interaction, specifically the subtle dust on the glass and the complex transparency of the plant behind the cube, whereas Bria FIBO has some minor structural inconsistencies where the plant meets the cube.
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 wet pavement reflections and light rain visualization
- + Highly detailed facial texture and realistic skin age marks
- + Accurate shallow depth of field with cinematic lighting
- − Severely anatomically incorrect hands and finger count
- − Bicycle geometry is nonsensical with a pedal coming out of the front wheel area
- − Missing the requested motion blur from passing cars
FLUX1.1 [pro] Ultra
- + Strong adherence to all prompt elements including motion blur and imperfect framing
- + Highly realistic bicycle and basket construction with naturalistic hands
- + Subtle and believable rain effects and pavement reflections
- − Skin texture is slightly smoother than Model A's interpretation of natural
- − The background cars are a mix of sharp and blurred which is slightly inconsistent
Verdict: While Bria FIBO captures stunning lighting and skin textures, it fails significantly on anatomical and mechanical coherence, particularly with a third hand and a broken bicycle design. FLUX1.1 [pro] Ultra successfully incorporates every technical requirement of the prompt—including the difficult motion blur and imperfect framing—while maintaining high realism and physical accuracy.
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 adherence to armor details with intricate engravings visible on the plate.
- + Successfully incorporates all prompt elements including beaded braids, scars, and bokeh sparks.
- + Good use of warm lighting and texture on the underlayer fabric.
- − Skin texture and scars appear slightly digital and lack a fully photorealistic grit.
- − The composition is slightly standard and centered.
FLUX1.1 [pro] Ultra
- − Failed to generate any image; the output is a solid black frame.
Verdict: Bria FIBO followed the prompt instructions comprehensively, delivering a detailed and atmospheric image that matched the 'battle-worn paladin' aesthetic with clear engravings and appropriate lighting. Flickering or technical failure in FLUX1.1 [pro] Ultra resulted in a completely black image, making Bria FIBO the winner by default.
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 'grid' requirement for food photos
- + Clean, bold sans-serif headers that are clearly legible
- + Excellent use of vibrant secondary accent colors
- − Internal body text is garbled and uses nonsensical symbols
- − Layout is somewhat repetitive across the vertical columns
FLUX1.1 [pro] Ultra
- + Natural-looking mockup presentation with realistic shadows
- + High-quality, appetizing food photography
- + Includes actual price placeholders and relatively readable text sections
- − Layout is a bit cluttered with overlapping elements
- − Does not strictly follow a clean grid format for the photos
- − Spelling errors in headers like 'Pizzzans'
Verdict: FLUX1.1 [pro] Ultra produces a more realistic and professional-looking mockup that would be believable as a real menu design, whereas Bria FIBO creates a very stylized, abstract graphic that struggles with text legibility. Bria FIBO followed the 'grid' instruction more literally, but FLUX1.1 [pro] Ultra provides a better overall composition for a casual dining brand.
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 food components
- + Dynamic composition with a strong sense of floating layers
- + Clean and legible text rendering for 'MAGIC BURGER'
- − Failed to include the Euro symbol and included a non-glowing secondary message
- − The burger bun and patty are misaligned in a way that looks slightly imbalanced
FLUX1.1 [pro] Ultra
- + Perfect adherence to text requirements including the Euro symbol
- + Stunning technical quality with detailed glowing embers and debris
- + Highly symmetrical and professional commercial layout
- − The burger is not truly 'exploded' into individual components, appearing more as stacked whole mini-burgers
- − The secondary text lacks the requested fiery/glowing effect
Verdict: FLUX1.1 [pro] Ultra produced a more polished and professional advertisement with perfect text spelling and currency symbols, though it struggled to truly 'explode' the burger components. Bria FIBO captured the 'exploded' dynamic much better with individual layers, but failed on the specific text requirements like the currency symbol and glowing secondary text. FLUX1.1 [pro] Ultra is the winner for its superior visual fidelity and closer adherence to the overall technical constraints.
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
- + Natural-looking chalk texture on the individual letters.
- + Good perspective and realistic chalkboard smudges.
- − Failed significantly on text legibility, producing gibberish for most menu items.
- − Incorrect date formatting ('APRIL 3 2026').
FLUX1.1 [pro] Ultra
- + Highly legible text that follows the prompt content accurately.
- + Excellent composition with a realistic wooden frame and background bokeh.
- + Successfully rendered the specific dates and complex menu names.
- − Repeated lines of text at the bottom ('fresh fresh daily').
- − Minor spelling artifacts in 'Truffle' and 'mushroomm'.
Verdict: FLUX1.1 [pro] Ultra is far superior in this comparison due to its ability to render legible, mostly accurate text that adheres to the prompt's specific menu items. Bria FIBO produced visually pleasing chalk textures but failed to generate readable words, resulting in incomprehensible text strings.
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
- + Excellent vibrant colors and nebula details
- + Strong creative interpretation with the glowing reins and hooves
- + Consistent lighting between the astronaut and the environment
- − Anatomical error with the astronaut's leg position appearing to come from the side and back simultaneously
- − The horse's mane and tail look slightly plastic/artificial
FLUX1.1 [pro] Ultra
- + Outstanding realism in the rendering of the clouds and planet surface
- + Highly detailed spacesuit and horse anatomy
- + Cinematic scale and epic composition
- − Failed the negative constraint; the astronaut is on top of the horse instead of the 'horse on top'
- − Minor artifact near the top of the oxygen tank
Verdict: While both models failed the specific spatial positioning instruction ('horse on top, not vice versa'), FLUX1.1 [pro] Ultra produced a significantly more cinematic and high-fidelity image with realistic planet textures. Bria FIBO captures a more stylized, surreal vibe with its glowing elements, but it suffers from minor anatomical clipping on the astronaut's leg.
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 perspective and seating arrangement requested.
- + Highly detailed capyabra fur and professional-looking chauffeur clothing.
- + The background cityscape is vibrant and recognizable as Manhattan.
- − The capybara's front paws look more like human hands with fur rather than paws.
- − Some minor perspective issues on the vehicle roofline and dash.
FLUX1.1 [pro] Ultra
- + High image sharpness and clean lighting on characters.
- + The capybara's hat has specific 'TAXI' text.
- − Fundamental failure in layout; the human passenger is in the front seat instead of the back seat.
- − The passenger's hands and the steering wheel are merged and distorted.
- − The capybara is not holding the steering wheel as requested.
Verdict: Bria FIBO followed the complex spatial instructions of the prompt perfectly, placing the capybara in the driver's seat and the woman in the back seat. FLUX1.1 [pro] Ultra failed the composition requirements by placing the woman in the passenger seat and produced significant artifacts around the steering wheel.
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 cinematic lighting and atmospheric fog
- + Highly realistic textures for the jack-o-lantern and thorny border
- − Text rendering is poor with several typos and incorrect dates/locations
- − Small scroll banner text says 'night of nights' instead of 'night of frights'
FLUX1.1 [pro] Ultra
- + Perfect text rendering for all specified event details and dates
- + Beautifully framed composition with a clear parchment scroll aesthetic
- + Intricate thorny border design
- − Includes a redundant line of text with a typo ('noickt') below the banner
- − Missed the word 'Party' in the main title
- − The illustration style is more digital/vector than cinematic/photorealistic
Verdict: FLUX1.1 [pro] Ultra is the clear winner for its superior ability to render the specific event details accurately, including the correct date and location which Bria FIBO completely botched. While Bria FIBO offered more impressive lighting and textures, its failure to generate legible and accurate text makes it unusable as an invitation compared to the polished layout of FLUX1.1.
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 PBR material rendering with realistic food textures.
- + Perfect text rendering for both 'JAPAN' and 'SUSHI'.
- + Clean, high-quality isometric perspective.
- − Includes some unwanted UI watermarks/artifacts at the bottom corners.
- − The 'diorama base' is a bit plain compared to the subject.
FLUX1.1 [pro] Ultra
- + Beautiful composition and art style that perfectly captures the '3D cartoon miniature' aesthetic.
- + Highly creative interpretation with additional themed elements like the plant and small accessories.
- + Soft, pleasing lighting and colors.
- − Text rendering for 'JAPAN' is slightly stylized/distorted rather than 'large bold'.
- − The inclusion of steam on sushi is a bit out of place for chilled fish.
Verdict: Both models followed the prompt instructions very well. Bria FIBO produced a more clinically accurate image with superior text clarity and realistic textures, while FLUX 1.1 [pro] Ultra created a more charming, artistically cohesive diorama with characterful 3D modeling. Bria FIBO is preferred for its technical precision and adherence to the 'bold text' requirement, despite the minor corner artifacts.
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 animal species
- + Dynamic and playful composition with animals at various heights
- + Vibrant colors and clear details on the flowers
- − The fox kit has an anatomical error with its paw placement
- − Lighting feels somewhat artificial and flat compared to the lighting in image B
FLUX1.1 [pro] Ultra
- + Excellent soft lighting with beautiful bokeh and golden glow
- + Very high consistency in the 'cute' art style across all animals
- + Superior rendering of soft, backlit fur
- − The 'tabby' kitten is rendered as a ginger kitten, failing slightly on the specific pattern prompt
- − Less dynamic movement, as the animals are mostly sitting rather than 'tumbling'
Verdict: While Bria FIBO captures the dynamic 'tumbling' action and follows the specific breed descriptions (like the tabby kitten) more closely, it suffers from anatomical artifacts. FLUX1.1 [pro] Ultra is the preferred image because of its superior lighting, atmospheric quality, and consistent, high-end aesthetic, despite being a bit more static in its composition.
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
- + Features the requested cloche dome and steam
- + Good use of the specified warm brown and cream tones
- − Significant spelling errors in the brand name ('Froaian')
- − Incorrect year in the banner ('1320' instead of '1720')
- − Typography is somewhat disjointed with odd character shapes
FLUX1.1 [pro] Ultra
- + Excellent professional vector composition
- + Correctly rendered the requested year '1720'
- + Elegant use of tones and subtle paper texture
- − Slight misspelling of the brand name ('Familian' vs 'Florian')
- − Cloche dome is less minimalist than requested
Verdict: While both models struggled with the exact spelling of 'Caffè Florian', FLUX1.1 [pro] Ultra produced a much more professional and aesthetically pleasing vector logo. Bria FIBO followed the minimalist prompt well but failed significantly on the text rendering, including the specific 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
- + Excellent adherence to the modern vector infographic style with clean shapes.
- + Consistent and professional NASA-inspired color palette.
- + Logical layout that visualizes a trajectory path between Earth and Moon.
- − Text is largely gibberish and lacks the numeric step-by-step clarity requested.
- − Does not explicitly delineate the 6 requested steps in a chronological list format.
FLUX1.1 [pro] Ultra
- + Strong text legibility for headers, specifically 'APOLLO 11'.
- + Explicitly attempts to list the specific steps requested in the prompt.
- + Detailed vector illustrations that match the flat design aesthetic.
- − The numbering and flow of steps is disorganized and illogical (e.g., jump from step 2 to 6).
- − Composition is cluttered with overlapping elements and repetitive icons.
- − The large Saturn V at the bottom right is out of place for a 'landing' phase.
Verdict: Bria FIBO captures the aesthetic of a professional infographic much better, featuring an intuitive visual flow and a more sophisticated use of negative space and color. While FLUX1.1 [pro] Ultra has superior text rendering, its layout is chaotic, and the instructional steps are numbered incorrectly and placed in an illogical order. Bria FIBO is the preferred choice for a cohesive design piece despite the placeholder-style text.
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