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 17 shared challenges, with an AI judge weighing in on each.
Bria FIBO
#56 of 62 in Text-to-Image
FLUX.2 [dev] Turbo
#4 of 62 in Text-to-Image
Where the votes landed
Bria FIBO
0.0%
win rate
Ties
0.0%
FLUX.2 [dev] Turbo
100.0%
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 internal reflections within the glass block.
- + Strong cinematic lighting that emphasizes the blue sphere's texture.
- + Clean, modern aesthetic with a thick, solid glass feel.
- − The plant appears to be growing out of the table or the glass rather than sitting behind it.
- − The blue sphere is quite large, bordering on a medium size rather than small.
- − The book is slightly too small and thin relative to the cube's top surface.
FLUX.2 [dev] Turbo
- + More realistic texture on the wooden table and the red cloth-bound book.
- + Accurate relative sizing for a 'small' blue sphere.
- + Natural-looking plant placement that feels integrated with the background.
- − The glass cube appears thin and lacks the refractive weight typical of solid glass.
- − Reflection of the sphere on the bottom of the cube is slightly misaligned.
Verdict: FLUX.2 [dev] Turbo produced a more photorealistic scene with highly convincing textures on the wood and book, whereas Bria FIBO opted for a more stylized, clean-cut appearance. Bria FIBO handled the glass material better in terms of refraction, but FLUX.2 [dev] Turbo followed the spatial logic of the plant and sphere size more accurately.
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 handling of wet pavement reflections
- + Cinematic color grading and lighting
- + Strong adherence to the 50mm shallow depth of field request
- − Anatomical issues with the man's hands and fingers
- − Nonsensical bicycle anatomy, particularly the pedal and chain area
- − Skin looks slightly too smooth/plastic for 'natural texture'
FLUX.2 [dev] Turbo
- + Highly realistic skin textures and facial details
- + Accurate motion blur on background cars
- + Natural, 'unposed' composition that feels like a real street photo
- − The front wheel of the bicycle is clipping through the pavement
- − The 'rain' looks more like static noise in some areas
- − Less 'cinematic' than Model A, appearing more like a standard snapshot
Verdict: FLUX.2 [dev] Turbo captures the requested 'candid' and 'natural skin texture' perfectly, with realistic motion blur and a convincing environment. While Bria FIBO is more visually striking and cinematic, it fails significantly on the technical details of the hands and the bicycle, whereas FLUX.2 provides a much more coherent and believable scene despite some minor ground clipping.
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 unavailable for this challenge.
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
- + Features the specified categories of Appetizers, Pizza, and Mains clearly.
- + Vibrant pop-art style color accents and clean white background.
- + Good use of bold sans-serif headers.
- − Text is largely gibberish and poorly rendered.
- − The food photos are messy and less professional for a real menu.
- − Layout is a bit repetitive with duplicated category sections.
FLUX.2 [dev] Turbo
- + Excellent grid layout with high-quality, professional food photography.
- + Legible text and realistic menu item structure with pricing.
- + Clean, modern minimalist aesthetic that perfectly matches the 'casual dining' requirement.
- − Missing a specific section dedicated to 'Appetizers' in the text list (appears focused on Pizza).
- − Minor spelling errors in smaller text.
Verdict: FLUX.2 [dev] Turbo significantly outperforms Bria FIBO by delivering a professional, commercially viable menu design with high-quality food photography and clear typography. While Bria FIBO follows the structural prompt well, its text rendering is poor and the overall composition feels like a mock-up rather than a finished product, whereas FLUX.2 [dev] Turbo produces a cleaner and more aesthetic layout.
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 tomatoes
- + Vibrant and intense fire background
- + Large, clear typography for the primary title
- − Missed the currency symbol (€) in the price
- − The secondary text lacks the requested fiery glowing effect
- − The price is not in a starburst as requested
FLUX.2 [dev] Turbo
- + Adhered to all text requirements including the starburst and currency symbol
- + Dynamic splatter of sauce adds to the 'exploded' feel
- + Coherent fiery effect applied consistently across all text elements
- − The bun texture looks slightly dry and less realistic than the competitor
- − The lettuce looks a bit flat and plastic-like
Verdict: FLUX.2 [dev] Turbo followed the prompt instructions much more accurately, successfully including the starburst, the currency symbol, and the specific fiery effects for all text. While Bria FIBO produced a slightly more appetizing image of the burger itself, it failed on several specific layout and textual requirements.
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
- + Features a chalk-like texture on the board surface.
- + Captures the general layout of a café menu board.
- − Text is largely nonsensical and fails to render the specific requested menu items.
- − The date is incorrect, showing April 3 instead of April 30.
- − Bottom text looks more like a digital font than natural chalk handwriting.
FLUX.2 [dev] Turbo
- + Excellent text rendering, accurately spelling out all complex menu items and the specific date.
- + Authentic chalk texture and handwriting style that feels human-written.
- + Beautiful background composition that enhances the 'cozy café' atmosphere.
- − The pricing for the third item includes a redundant '9' and '$9' on separate lines.
Verdict: FLUX.2 [dev] Turbo significantly outperforms Bria FIBO by accurately rendering all requested text with near-perfect spelling and a realistic chalk aesthetic. While Bria FIBO produced garbled text and incorrect information, FLUX.2 [dev] Turbo followed the prompt precisely, including the specific date and complex menu items.
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 color palette with vibrant nebulae and glowing hooves.
- + Very clean rendering of the horse and suit with a high-fantasy surreal aesthetic.
- + Strong composition with the galaxy framed in the background.
- − The astronaut is notably much smaller than the horse, affecting the realism of the scale.
- − The glowing reins are a bit thick and mask some of the astronaut's hand detail.
FLUX.2 [dev] Turbo
- + Exceptional photographic realism in the lighting and textures of the spacesuit and horse fur.
- + Perfect scale relationship between the rider and the animal.
- + Dynamic posing with debris and planets adding to the cinematic depth.
- − One of the horse's rear hooves appears slightly distorted/melted into the background atmosphere.
- − The dust/debris at the bottom is slightly confusing in a vacuum environment.
Verdict: While both models failed the negative constraint to put the horse on top of the astronaut, FLUX.2 [dev] Turbo produced a far more cinematic and realistic image with professional lighting and textures. Bria FIBO opted for a more digital-art/fantasy style which is visually striking but lacks the intricate detail and scale accuracy found in the FLUX output.
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 interior detail showing a realistic dashboard and taxi partition.
- + Great use of cinematic lighting and bokeh in the background city lights.
- + Captures the bored expression of the passenger perfectly.
- − The capybara's hands look more like human-primate hybrids than capybara paws.
- − The taxi exterior/roofline geometry is slightly warped.
FLUX.2 [dev] Turbo
- + Highly photorealistic textures on the capybara fur and the woman's coat.
- + Perfect adherence to the pose with both paws clearly on the steering wheel.
- + The frontal composition creates a very clear and engaging scene.
- − The woman appears to be in the passenger seat rather than the back seat.
- − The 'TAX' sign on the roof is slightly misspelled or truncated.
Verdict: FLUX.2 [dev] Turbo provides superior photorealism and texture, particularly in the rendering of the capybara and the businesswoman's attire. While Bria FIBO captures the 'back seat' instruction better, its anatomy and car geometry are less convincing than the crisp, high-fidelity output of FLUX.2.
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 on the jack-o-lantern and foggy atmosphere.
- + The parchment texture and spiderweb overlays are visually stunning.
- + High artistic quality for the background elements like trees and clouds.
- − Significant text generation errors for the date, time, and location.
- − The banner text says 'a night of nights' instead of 'a night of frights'.
- − Text layout at the bottom is messy and poorly aligned.
FLUX.2 [dev] Turbo
- + Perfect text rendering for all requested information, including the specific date and location.
- + Consistent vintage illustration style throughout the entire composition.
- + Strong composition with a well-integrated thorn and web border.
- − The lighting is a bit flat compared to the dramatic realism of Model A.
- − The jack-o-lantern design is a bit traditional/generic.
Verdict: FLUX.2 [dev] Turbo is the clear winner because it accurately rendered every piece of text requested, including the specific date and location in NYC. While Bria FIBO produced a more atmospheric and 'cinematic' image, its inability to follow the text instructions makes it unusable as a functional invitation.
Bald man challenge
Image Editing“Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting.”
AI Judge Analysis
Bria FIBO
- + Successfully added a thick head of hair with realistic highlights.
- + Maintains a similar aesthetic to the source image jacket and setting.
- − Fails the source preservation requirement by completely changing the person's face.
- − Changes the background and overall composition significantly.
- − The hair texture looks slightly too groomed compared to the rugged beard.
FLUX.2 [dev] Turbo
- + Excellent source preservation, keeping the original face, glasses, beard, and background exactly as they were.
- + Technically impressive integration of hair onto an existing bald subject without altering other features.
- + The hair texture matches the coarseness of the existing beard naturally.
- − The hairline is a bit high and rounded.
- − The choice of an afro-texture hair for a person with straight beard hair creates a slight stylistic mismatch.
Verdict: Bria FIBO failed the primary task of an image edit by generating a completely new person who only vaguely resembles the original subject, while also altering the background texture and clothing details. FLUX.2 [dev] Turbo followed the editing instructions perfectly by adding a full head of hair while preserving every other pixel of the source image, including the specific facial features and the desert environment.
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 variety of sushi types including nigiri and maki
- + Clean white diorama base that matches the minimalist aesthetic
- + Vibrant and appealing colors
- − Includes distracting UI-like artifacts and gibberish text in the bottom corners
- − The text 'SUSHI' is slightly misaligned with the flag icon
FLUX.2 [dev] Turbo
- + Perfectly rendered text and flag icon without extraneous artifacts
- + High-quality realistic PBR textures, especially on the salmon and wooden base
- + Very clean composition adhering strictly to the 'ultra-clean' requirement
- − Less variety in the food items compared to the other model
- − The wooden base is slightly less 'minimalist' than a solid white base would be
Verdict: Both models followed the prompt extremely well, but FLUX.2 [dev] Turbo is the winner due to its superior image cleanliness and perfect text rendering. While Bria FIBO offered more variety in the sushi types, it was held back by the inclusion of nonsensical watermark-like text and icons in the bottom corners.
Over-the-top cartoon caricature
Editing“Create a caricature of me and my job. Make it exaggerated and humorous, incorporating my profession as a tv show anchor and my love for dogs and hockey.”
AI Judge Analysis
Bria FIBO
- + Strongly captures the news anchor theme with detailed studio elements
- + Excellent caricature-style exaggeration of facial features
- + Included a golden retriever as requested
- − Completely missed the 'hockey' element of the prompt
- − Model lacks any resemblance to the source subject
- − Poor rendering of hands and chaotic background clutter
FLUX.2 [dev] Turbo
- + Successfully integrated all three elements: tv anchor, dogs, and hockey
- + Maintained a strong facial resemblance to the subject in the source image
- + Clean, consistent caricature art style with good composition
- − The text on the anchor desk is nonsensical
- − The scale of the body is extremely small compared to the head, even for a caricature
Verdict: FLUX.2 [dev] Turbo is the clear winner as it followed all instructions, including the hockey reference, whereas Bria FIBO completely ignored the hockey aspect. Most importantly, FLUX.2 preserved the identity of the person in the source image, while Bria FIBO generated an entirely different person.
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
- + Captures all four requested animals correctly.
- + Vibrant colors and clear god rays as requested.
- + Playful and whimsical composition.
- − Has an overly 'digital' or AI look rather than being hyper-photorealistic.
- − Anatomical issues, particularly the fox's hind leg and the kitten's floating posture.
- − Butterflies are flattened and lack realistic integration into the lighting.
FLUX.2 [dev] Turbo
- + Achieves a high level of realistic fur texture and lighting.
- + Dynamic interaction between the animals feels much more natural and 'tumbling'.
- + Excellent inclusion of requested dew sparkles and atmospheric golden light.
- − The fox kit has a slightly feline facial structure.
- − The kitten's open-mouth expression is a bit distorted.
Verdict: FLUX.2 [dev] Turbo produces a much more sophisticated and photorealistic image, successfully integrating the complex elements of dew, fur, and interactions. While Bria FIBO follows the prompt's subject count correctly, its execution appears more like a stylized digital illustration with several anatomical glitches and flatter lighting.
Studio Ghibli Anime Style
Editing“Transform this photo into a Studio Ghibli–inspired illustration. Use soft pastel colors, hand-painted textures, gentle lighting, dreamy backgrounds, and a warm, nostalgic mood”
AI Judge Analysis
Bria FIBO
- + Successfully captures a dreamy, anime-inspired aesthetic with warm lighting
- + Good interpretation of Ghibli-style character designs
- + Effectively transforms the urban background into a lush, flowery setting
- − Significantly alters the composition and poses of the original meme
- − Changes the identifiable facial features of the original people to generic anime characters
- − Loses the specific 'distracted' perspective of the original man looking back
FLUX.2 [dev] Turbo
- + Perfectly preserves the composition, poses, and identifiable faces of the original source image
- + Excellent application of hand-painted watercolor textures and soft pastel colors
- + Accurately renders the clothing patterns and specific accessories like the earring
- − The transition between the characters and the new floral background is slightly less integrated than Model A
Verdict: FLUX.2 [dev] Turbo is the clear winner as it performs a high-fidelity edit that preserves the iconic composition and specific facial identities of the source image while perfectly applying the requested Ghibli art style. Bria FIBO creates a beautiful illustration but fails as an editing tool by essentially generating a new image that only vaguely references the original layout.
Golden Hour Stroll
Image Editing“Add dynamic motion to this photo: make hair blow in the wind, add leaves flying, energetic and lively feel.”
AI Judge Analysis
Bria FIBO
- + Excellent sense of motion with the subject's running pose and wind-swept hair
- + The color palette is adjusted to a warm autumn theme that matches the flying leaves
- − Low source preservation as it completely regenerates the background, dog, and person's face
- − Significant anatomical issues with the leash and hands
FLUX.2 [dev] Turbo
- + High source preservation by keeping the original background, subject, and dog intact
- + Successfully adds wind-swept hair and flying leaves while maintaining the source identity
- − The flying leaves look somewhat like a static overlay and lack motion blur
- − The 'energetic and lively' feel is less pronounced because the subject's posture is still a walk
Verdict: Bria FIBO captures the 'energetic and lively' instruction more effectively by changing the pose to running, but it fails as an edit by completely regenerating the scene with a new person and dog. FLUX.2 preserves the original photo perfectly while adding the requested hair and leaf movement, making it a much more successful image editing tool.
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 illustration
- + Good use of the requested color palette
- − Incorrect spelling of 'Florian' as 'Froaian'
- − Incorrect establishment date of '1320' instead of '1720'
- − The cloche handle and steam integration look slightly awkward
FLUX.2 [dev] Turbo
- + Perfect text rendering for both the name and the date
- + Authentic vintage texture and high-quality vector typography
- + Balanced composition with clear cloche and steam elements
- − The steam effect is very literal and slightly detached from the cloche
Verdict: FLUX.2 [dev] Turbo significantly outperformed Bria FIBO by accurately following the text requirements, correctly spelling 'Caffè Florian' and 'Est. 1720'. While Bria FIBO captured the vector style well, its total failure in text rendering and numerical accuracy makes it unusable as a 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 vector aesthetic with clean, professional layouts.
- + Perfect adherence to the specified NASA color palette.
- + Strong visual balance and high-quality iconography.
- − Text is entirely illegible gibberish.
- − The flow of the mission steps is visually confusing and non-linear.
FLUX.2 [dev] Turbo
- + Includes legible, accurate text for mission names and astronauts.
- + Follows the requested step-by-step sequence (Launch, Orbit, Translunar, etc.) accurately.
- + Includes a clear title and recognizable NASA branding.
- − The composition is cluttered with redundant icons and overlapping elements.
- − The vector style is less consistent, mixing simplified icons with more detailed lunar module textures.
Verdict: FLUX.2 [dev] Turbo is the clear winner for its ability to generate actual legible text and accurately follow the logical sequence of the Apollo 11 mission steps as requested. While Bria FIBO produces a much more aesthetically pleasing and 'clean' vector design, its failure to produce readable information or a logical flow makes it ineffective as an infographic.
Explore each model
Distilled version of Black Forest Labs' FLUX.2 [dev] outperforming it at a cheaper price. Developed by fal.ai.