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
#56 of 62 in Text-to-Image
FLUX.1 [schnell] FP8
#47 of 62 in Text-to-Image
Where the votes landed
Bria FIBO
100.0%
win rate
Ties
0.0%
FLUX.1 [schnell] FP8
0.0%
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 in the glass cube.
- + Followed the spatial prompt of the plant being behind the cube perfectly.
- + Realistic lighting and shadows from the left.
- − The plant appears to be growing inside the cube as well as behind it, creating some spatial confusion.
FLUX.1 [schnell] FP8
- + High visual clarity and vibrant colors.
- + Beautifully detailed marble-like texture on the blue sphere.
- + Sharp focus and professional photographic composition.
- − The glass object is a tall rectangular prism rather than a cube.
- − The plant is positioned to the side rather than behind the object as seen through the glass.
Verdict: Bria FIBO followed the spatial instructions much better, correctly placing the plant behind the glass cube so it is visible through it. While FLUX.1 [schnell] FP8 produced a cleaner image with a more interesting sphere interior, it failed on the geometry and positioning of the primary objects.
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 rain with visible droplets and wet textures
- + Strong cinematic lighting with vibrant reflections on the pavement
- + Captures an 'imperfect' candid composition as requested
- − Anatomical issues with the man's hands blending into the bike frame
- − Severe structural issues with the bicycle, including a pedal floating near the front wheel
FLUX.1 [schnell] FP8
- + More realistic skin texture and facial features
- + Better spatial coherence regarding the man's interaction with the bicycle
- + Background elements look more like a Japanese street
- − Failed to include the requested motion blur for passing cars
- − The 'light rain' is barely noticeable compared to Model A
- − The red bicycle frame has some inconsistent geometry near the handlebars
Verdict: Bria FIBO captures the atmosphere of the prompt much better, with beautiful rain effects and cinematic lighting, but suffers from significant anatomical and mechanical distortions. FLUX.1 [schnell] FP8 is much more grounded and realistic in its rendering of the person and the bicycle, though it missed the specific detail of motion blur on the cars. FLUX.1 [schnell] FP8 is the preferred choice for its overall coherence and realistic skin textures.
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
- + Exquisite ornate engraving on the plate armor
- + Highly accurate rendering of braided hair with beads
- + Excellent lighting and bokeh effect matching the prompt
- − The scars on the face look a bit like smudged dirt rather than healed tissue
FLUX.1 [schnell] FP8
- + Intense and lifelike eye detail with realistic skin texture
- + Strong cinematic lighting with high contrast
- + Good detail on the leather straps and dark metalwork
- − Missed the request for 'plate armor', settling instead for dark leather/brigandine
- − Braids and beads are less distinct than in the other image
- − The 'scars and dirt' prompt is very subtle to the point of being missing
Verdict: Bria FIBO followed the prompt much more accurately, particularly regarding the 'plate armor' and 'braided hair with beads' requirements. While FLUX.1 [schnell] FP8 produced a very striking and high-detail facial portrait, it missed the key material cues that define a paladin, making Bria FIBO the more successful interpretation.
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
- + Excellent use of vibrant secondary colors like teal and orange as accents.
- + The modern sans-serif fonts are very clear and bold.
- + Strict adherence to the requested grid design for food photography.
- − The text content is largely gibberish.
- − The layout is somewhat fragmented and difficult to read as a functional menu.
FLUX.1 [schnell] FP8
- + Layout feels like an actual functional two-page menu.
- + Text is much closer to legible English and includes realistic price points.
- + High-quality, appetizing food photography that integrates well with the white space.
- − The 'Mains' and 'Pizza' categories are mixed together confusingly.
- − Typography is a bit thin and less impactful than what was requested.
Verdict: FLUX.1 [schnell] FP8 is the clear winner as it produces a professional, usable menu layout with realistic food images and near-legible text. While Bria FIBO captures the 'vibrant accents' and 'bold font' requirements well, its actual layout is chaotic and the text is nonsensical, making it less successful as a design piece.
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 fresh vegetables
- + Follows the 'exploded' instruction perfectly with clearly separated horizontal layers
- + Superb integration of fiery text effects that match the background theme
- − Missed the Euro symbol (€) in the price tag
FLUX.1 [schnell] FP8
- + Successfully included the starburst element and the Euro symbol
- + Creative use of flying debris to create a sense of action
- − Severe spelling errors in 'LIIMITED' and 'LIMIED TIME NEEY'
- − The burger is mostly intact rather than 'exploded' as requested
- − Text lacks the requested 'fiery, glowing effect' and looks like flat graphic overlays
Verdict: Bria FIBO is the clear winner as it adhered to both the visual 'exploded' layout and the stylistic requirement for glowing, fiery text. While FLUX.1 [schnell] FP8 attempted more of the specific prompt elements like the starburst, its failure to execute the exploded burger concept and massive spelling errors in the typography make it a much weaker advertisement.
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 marks on the board.
- + Consistently elegant cursive style for the title and menu items.
- + Good composition that mimics a real cafe chalkboard.
- − Poor text accuracy with significant gibberish and misspellings.
- − Failed to include the specific date requested, showing 'APRIL 3 2026' instead of the 30th.
FLUX.1 [schnell] FP8
- + Strong text adherence for the main title and date.
- + Clearly legible layout with a defined wooden frame.
- + Better attempt at rendering the specific menu items requested.
- − Text rendering breaks down into nonsensical repetitions on the lower half.
- − The handwriting looks more like a digital marker font than authentic textured chalk.
- − Inconsistent pricing and formatting for the items.
Verdict: FLUX.1 [schnell] FP8 followed the prompt's specific text requirements more closely, correctly identifying the date and the beginning of the menu items. However, Bria FIBO captured the requested 'chalk texture' and 'handwritten style' much more realistically, even though it struggled significantly with the spelling of the words. Overall, FLUX.1 [schnell] FP8 is the preferred choice for its legibility and accuracy to the specific date requested.
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 visual clarity and cinematic lighting
- + Creative interpretation of glowing hooves and reins
- + Very high level of detail on the space suit and horse fur
- − Completely failed the negative constraint to put the horse on top of the astronaut
FLUX.1 [schnell] FP8
- + Successfully followed the difficult spatial instruction of 'horse on top'
- + Strong surreal aesthetic consistent with the prompt
- + Interesting composition against a planetary backdrop
- − Anatomical issues where the horse meets the machinery
- − The 'astronaut' is represented as a piece of equipment rather than a person in a suit
Verdict: Bria FIBO produced a high-quality, standard interpretation of an astronaut riding a horse, ignoring the specific reversal requested in the prompt. FLUX.1 [schnell] FP8 followed the unusual and difficult instruction to place the horse on top, creating a surreal image that better captures the user's specific intent despite some technical messy details.
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 anatomical rendering of the capybara's fur and calm expression.
- + Strong composition with a wide-angle view showing the detailed taxi interior and city lights.
- + Perfect adherence to the human character's 'bored' expression and interaction with her phone.
- − The capybara's hands/paws on the wheel look slightly human-like in texture.
- − Minor perspective inconsistencies with the external background lights versus the window frame.
FLUX.1 [schnell] FP8
- + High quality lighting and skin textures for the human passenger.
- + The texture of the capybara's jacket and fur is very realistic.
- − The woman is holding two phones, which was not requested and looks awkward.
- − The capybara is looking directly at the camera instead of at the road with a professional demeanor.
- − The cap's design is a bit cartoonish compared to the rest of the scene.
Verdict: Bria FIBO followed the prompt instructions much better than FLUX.1 [schnell] FP8, particularly regarding the 'professional' demeanor of the capybara and the specific expression of the passenger. FLUX.1 [schnell] FP8 suffered from a significant logic error by generating the passenger holding two phones, and the capybara's forward-facing gaze broke the immersion of the requested scene.
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 depiction of spider webs and thorny borders
- + High-quality cinematic lighting on the jack-o-lantern
- + The title text and banner are rendered with high clarity and a nice gothic font
- − The event details at the bottom are nonsensical and contain many typos
- − Failed to use the correct date and venue name in the text section
- − Text in the banner says 'night of nights' instead of 'night of frights'
FLUX.1 [schnell] FP8
- + Good composition with a clear central jack-o-lantern
- + Maintains a spookier, more stylized atmosphere
- + Closer adherence to the requested date numerically
- − Significant spelling errors throughout all text layers
- − The pumpkin has a slightly plastic, less realistic texture
- − The 'thorns' on the border look more like simple wavy paper edges
Verdict: Both models struggled significantly with the specific text requirements, resulting in numerous typos. Bria FIBO produced a much more visually impressive image with realistic textures and superior lighting, whereas FLUX.1 [schnell] FP8 had a flatter, more digital illustration style that lacked the requested 'vintage parchment' feel.
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 'JAPAN' and 'SUSHI' clearly legible in bold font.
- + Very high fidelity materials showing realistic fish textures and porous wasabi mounds.
- + Clean composition with a professional, balanced layout on the diorama base.
- − Contains unwanted UI-like artifacts/watermarks in the bottom corners.
- − The placement of extra wasabi dollops on the base feels a bit cluttered compared to the 'minimal garnish' request.
FLUX.1 [schnell] FP8
- + Captures the soft, miniature 3D cartoon aesthetic perfectly with smooth surfaces.
- + Clean, artifact-free image without corner text or watermarks.
- + Good adherence to the 'minimal garnish' instruction.
- − Failed significantly on the text request, repeating 'JAPAN' incorrectly as 'JAPAN JA•AN' and missing 'SUSHI'.
- − The sushi models are repetitive and lack the individual variety shown in the other model.
- − The lighting is a bit flat compared to the realistic PBR request.
Verdict: Bria FIBO is the clear winner as it successfully followed the complex text instructions and delivered a high-quality PBR aesthetic with realistic textures. While FLUX.1 [schnell] FP8 captured the 'cartoon' feel well, it failed noticeably on typography and lacked the detail and variety of the sushi pieces found in Bria FIBO.
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 includes all four distinct animals: golden retriever, tabby kitten, bunny, and fox.
- + Excellent interpretation of the 'playfully chasing' prompt with dynamic poses.
- + Bright, colorful, and sharp rendition of the wildflower meadow.
- − The fox kit has a slightly cartoonish aesthetic compared to the puppy.
- − One butterfly is positioned awkwardly close to the puppy's tongue.
FLUX.1 [schnell] FP8
- + Exquisite lighting and 'god rays' that perfectly match the sunrise atmosphere requested.
- + Extremely soft and detailed fur textures that enhance the 'hyper-photorealistic' feel.
- + Very expressive and endearing facial features on the animals.
- − Failed to include the baby bunny as requested in the prompt.
- − Included five animals instead of four, with some looking like hybrid species rather than distinct kittens/foxes.
Verdict: Bria FIBO followed the prompt instructions more accurately by including all four specific animals (puppy, kitten, fox, and bunny) in a dynamic, playful scene. However, FLUX.1 [schnell] FP8 produced a more visually stunning image with superior lighting, texture, and emotional 'wholesomeness,' despite failing the specific animal count and 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 aesthetic with clear brown and cream tones.
- + Illustration of the cloche dome is well-executed and matches the prompt.
- + Subtle texture on the background adds to the vintage feel.
- − Significant spelling errors in the brand name ('Caffé Froaian').
- − Incorrect date in the banner ('1320' instead of '1720').
FLUX.1 [schnell] FP8
- + Correctly included the 'Est. 1720' text.
- + Good vintage color palette and balance.
- − Severe spelling hallucinations in the main text ('AFE FLAMILAN').
- − The cloche is overly stylized and almost looks like a building dome.
- − Composition is cluttered with messy line segments around the dome.
Verdict: While both models failed to spell the brand name correctly, Bria FIBO produced a much cleaner and professionally balanced vector logo that accurately depicted the requested cloche. FLUX.1 [schnell] FP8 correctly identified the date, but the typography was jumbled and the overall graphic design was messy and less suited for a minimalist logo.
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 color palette with sophisticated vector styling.
- + Engaging layout that uses space well and feels like a cohesive poster.
- + High-quality icon design for the Saturn V and Earth.
- − Text is entirely gibberish despite the prompt's clear labels.
- − The flow of steps is visually confusing and doesn't follow a logical linear or circular sequence.
FLUX.1 [schnell] FP8
- + Text rendering is significantly better, capturing 'APOLLO 11' and several specific step labels.
- + Logical linear progression that adheres closer to the requested step-by-step structure.
- + Clean, minimalist flat design that feels like a modern infographic.
- − One of the icons is just a white circle despite the prompt requesting a Saturn V icon.
- − The bottom half of the composition feels a bit sparse and disconnected.
Verdict: While Bria FIBO produces more aesthetically pleasing and complex vector art, FLUX.1 [schnell] FP8 is the superior choice for an infographic because it actually attempts to render the requested text and follows a logical sequence. Bria FIBO creates beautiful visuals but fails completely on the communicative aspect of an infographic, whereas FLUX.1 [schnell] FP8 captures the 'Apollo 11' title and step-by-step logic clearly.
Explore each model
FP8 quantized variant of Black Forest Labs' FLUX.1 [schnell] model, offering ~2x faster inference with reduced precision while maintaining high-quality image generation in 4 steps