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 [klein] 4B
#32 of 62 in Text-to-Image
Where the votes landed
Bria FIBO
0.0%
win rate
Ties
0.0%
FLUX.2 [klein] 4B
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 transparency effects in the glass cube
- + Sharp focus on the objects and detailed wood grain
- + Dynamic lighting that highlights the blue sphere
- − The plant appears to be inside the cube rather than behind it
- − The blue sphere is floating rather than sitting on a surface
FLUX.2 [klein] 4B
- + Perfectly depicts the plant behind the cube as requested
- + Highly realistic textures on the book cover and table
- + Accurate representation of 'soft window light'
- − The glass cube lacks the depth and refraction seen in the competitor
- − The composition is a bit tighter, cutting off the top of the plant
Verdict: While Bria FIBO produces a more visually striking image with impressive refractive caustics, it fails the spatial logic of the prompt by placing the plant inside the cube. FLUX.2 [klein] 4B followed the instructions more accurately, correctly placing the plant behind the glass and achieving a very convincing natural lighting effect.
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
- + Strong bokeh effect representing the shallow depth of field requested
- + Deep color saturation and atmospheric night-time lighting
- + Better adherence to the 'reflections on wet pavement' prompt
- − Anatomical errors in the hands and watch placement
- − The bicycle geometry is distorted, particularly with the pedal and crankset placement
FLUX.2 [klein] 4B
- + Natural skin textures and realistic lighting with less obvious AI-sheen
- + Better fulfillment of the 'motion blur' on passing cars
- + More accurate bicycle components and a more realistic street scene
- − The man's physical interaction with the bike is slightly awkward
- − Less vibrant reflections on the pavement compared to Model A
Verdict: FLUX.2 [klein] 4B produces a much more realistic and 'candid' photograph with natural skin textures and believable motion blur on the background vehicles. While Bria FIBO has striking colors and bokeh, it suffers from significant anatomical errors in the hands and nonsensical bicycle parts, failing the 'realistic' and 'no stylization' criteria.
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 engraving detail on the plate armor with complex floral patterns
- + Strong cinematic lighting with realistic golden-hour rim lights from the torches
- + High skin texture detail including pores and believable dirt smudges
- − The scar patterns look a bit like uniform surface smears rather than skin trauma
- − Proportions of the shoulder pauldrons are extremely large, causing slight clipping at the edges
FLUX.2 [klein] 4B
- + Excellent representation of a battle-worn look with realistic cuts and blood spots
- + Perfect adherence to 'hair braided with small beads' and 'lifelike eyes'
- + Balanced composition with the torches clearly visible in the background
- − The engraving on the armor is somewhat more basic and repetitive compared to Model A
- − Leather straps look a bit flat and less weathered than the face
Verdict: Bria FIBO excels in the sheer intricacy of the armor engraving and the warm cinematic atmosphere, but FLUX.2 [klein] 4B provides a more grounded and realistic interpretation of the character's face and hair details. While Bria FIBO is more visually stunning, FLUX.2 [klein] 4B feels more authentic to the 'battle-worn' description through more varied and convincing facial scarring.
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 accurate headers for Appetizers, Pizza, and Mains as requested.
- + Clean grid layout with vibrant, colorful accents.
- + Better text legibility for the main section headers.
- − The food photos look chaotic and messy upon closer inspection.
- − The repetitive layout sections feel a bit redundant.
FLUX.2 [klein] 4B
- + High-quality food photography with much better realism and appetizing colors.
- + Sophisticated grid layout that looks more like a professional menu.
- + Follows the white background and clean professional layout request very well.
- − Spelling errors in main headers (e.g., 'MDAINS', 'FRAZZA').
- − Failed to include a specific 'Appetizers' header, replacing it with 'MALTS' or 'MALTS'.
Verdict: Bria FIBO followed the text instructions for headers more accurately, but the resulting food images are poor quality and messy. FLUX.2 [klein] 4B produced a much more visually appealing and professional-looking menu with high-quality photography, even though it struggled with the spelling of the requested section titles. FLUX.2 is preferred for its superior aesthetic and realistic food representation, which is critical for a menu design.
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 adherence to the 'exploded' burger request with clearly suspended components.
- + Very high photorealistic detail in the food textures, especially the lettuce and patties.
- + Perfect text rendering for 'MAGIC BURGER' and a successful fiery glow effect.
- − Missing the Euro symbol (€) before the price.
- − The secondary text 'LIMITED TIME ONLY' lacks the requested fiery/glowing effect, appearing as simple flat text.
FLUX.2 [klein] 4B
- + Correctly included the Euro symbol (€) in the starburst.
- + Good use of the starburst graphic as requested in the prompt.
- + Vibrant lighting that creates a strong sense of heat and motion.
- − The main title text is severely garbled and misspelled ('MAAC ACIR BUIRCGER').
- − Failed to provide an 'exploded' burger, showing a mostly assembled burger instead.
- − The food textures are slightly less realistic and more 'plastic' compared to the other model.
Verdict: Bria FIBO is the clear winner as it successfully rendered the 'exploded' burger concept with high photorealism and accurate main text. While FLUX.2 [klein] 4B followed more secondary instructions like the starburst and currency symbol, it failed the primary composition request and produced gibberish text for the main title.
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 'TODAY'S SPECIALS' text
- + Good background bokeh representing a cafe atmosphere
- − Text is largely unintelligible gibberish after the title
- − Failed to include several requested menu items and prices correctly
- − Missed the specific date requested in the prompt
FLUX.2 [klein] 4B
- + Excellent adherence to the specific text and prices requested
- + Realistic chalk smudges and texture on the blackboard surface
- + Consistency in the handwritten cursive style across all items
- − Minor spelling errors in 'Specials' (extra space), 'Octopus', and 'Daily'
- − Layout is a bit sparse with large gaps between lines
Verdict: FLUX.2 [klein] 4B is the clear winner as it successfully rendered almost all the specific text requested, including the correct date and prices. Bria FIBO captured a nice chalk aesthetic for the title but failed completely on the legibility and accuracy of the menu items, producing mostly nonsense characters.
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
- + Great vibrant colors and cinematic lighting
- + Creative interpretation with glowing hooves and neon reins
- + Effective use of the nebula backdrop to create depth
- − The horse's neck and chest anatomy is slightly warped
- − Failed the negative constraint by placing the person on top of the horse
FLUX.2 [klein] 4B
- + High realism in the textures of the spacesuit and horse fur
- + Excellent rendering of a face inside the helmet
- + Impressive atmospheric lighting over the planet surface
- − Completely ignored the prompt's specific spatial instruction for the horse to be on top
- − A few minor anatomical glitches with the horse's legs appearing to emerge from the dust
Verdict: Both models failed to follow the specific 'horse on top' instruction, which was intended to challenge the standard 'astronaut riding a horse' trope. Bria FIBO produced a more vibrant, surreal artwork with neon accents, while FLUX.2 [klein] 4B followed a more photorealistic approach with superior detail in the suit and planet surface.
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 city lighting and realistic reflections on the taxi exterior.
- + Dynamic composition with a wide-angle view of the interior and the city.
- + Accurate fur texture on the capybara.
- − The capybara's hands look more like human/monkey hands than capybara paws.
- − The human passenger is seated strangely and looks smaller than the driver.
FLUX.2 [klein] 4B
- + Perfect adherence to the 'bored expression' prompt for the passenger.
- + The capybara's paws are anatomically correct and placed well on the wheel.
- + Composition feels much more like a cramped, realistic taxi ride.
- − The capybara's head looks a bit superimposed on the jacket neck.
- − The lighting is flatter compared to the atmospheric glow of Model A.
Verdict: FLUX.2 [klein] 4B follows the prompt instructions more accurately, particularly regarding the passenger's expression and the capybara's anatomy. While Bria FIBO has more impressive cinematic lighting and environmental detail, its rendering of the 'paws' and the passenger's scale is less convincing.
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
- + Perfectly rendered main title text with correct spelling.
- + Highly realistic textures on the pumpkin and cobwebs.
- + Excellent atmosphere with foggy, cinematic lighting.
- − Small banner text contains a typo ('nights' instead of 'frights').
- − Footer event details are scrambled and illegible.
- − The spider web border looks a bit messy at the bottom.
FLUX.2 [klein] 4B
- + Stronger adherence to the 'twisted trees' and 'thorns' prompt elements.
- + Better legibility in the bottom event details, including the location.
- + Good interpretation of the scroll banner placement below the pumpkin.
- − Significant spelling errors in the main title ('Hallbwom Party niisation').
- − The date has a missing digit ('30.10.2Q6').
- − Text rendering on the banner has minor typos ('friglts').
Verdict: Bria FIBO captures the aesthetic and primary title perfectly, making it much more usable as an invitation despite the garbled footer text. FLUX.2 [klein] 4B follows details like the placement of the scroll and location information better but fails significantly on the large heading and general typography spelling.
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 stylized volume.
- − Failed significantly to preserve facial features, creating an entirely different person.
- − Changed the background landscape and clothing details.
- − The lighting and overall image quality shifted away from the original photography style.
FLUX.2 [klein] 4B
- + Excellent preservation of the original person's face, features, and expression.
- + Strictly maintained the original background, clothing, and lighting.
- + Integrated the new hair realistically into the existing image context.
- − The hairline transition on the forehead is slightly soft compared to the rest of the sharp details.
Verdict: This was an image editing task where source preservation was key. Bria FIBO failed almost entirely, generating a new man in a different desert setting, whereas FLUX.2 [klein] 4B perfectly added the requested hair while keeping the original subject and environment intact.
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 and placement of the Japan flag icon.
- + Strong 3D isometric diorama feel with high-quality PBR material representation.
- + Great variety of sushi types and garnishes as requested.
- − Includes some irrelevant watermarks or UI elements in the bottom corners.
- − Small artifacts present in the wasabi textures.
FLUX.2 [klein] 4B
- + Successfully creates the 45° isometric perspective with a clean background.
- + Soft, clay-like textures match the 'miniature 3D cartoon' style.
- − Spelling error in primary text ('SUSH' instead of 'SUSHI').
- − The flag icon is incorrect, appearing more like the flag of Austria or Latvia than Japan.
- − Lacks the 'raised diorama base' component specified in the prompt.
Verdict: Bria FIBO is the clear winner as it followed almost every instruction, including complex elements like the raised diorama base and accurate text/flag iconography. While FLUX.2 [klein] 4B captured the soft 3D aesthetic well, it failed on the text spelling and the specific identity of the Japanese flag.
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
- + Successfully includes the hockey element through stylized gear/objects on the desk
- + Effectively adopts a wild, 3D-styled caricature aesthetic
- + Good integration of the news studio environment with humorous elements
- − The facial resemblance to the original subject is significantly lower than Model B
- − Anatomical issues with the hands and excessive clutter in the composition
- − The dog appears to be growing out of her shoulder
FLUX.2 [klein] 4B
- + Strong facial likeness preservation from the original source image
- + Clean comic-style caricature aesthetic with clear lines
- + Successfully depicts the news anchor role and the dogs in a balanced composition
- − Completely missed the hockey element requested in the prompt
- − Text/logos in the background are nonsensical and messy
Verdict: Bria FIBO followed the complex prompt more accurately by including hockey references, whereas FLUX.2 [klein] 4B completely ignored that part of the request. However, FLUX.2 [klein] 4B is much more successful at preserving the subject's facial identity and providing a clean caricature style. Bria FIBO is the winner for prompt adherence, despite the chaotic and less recognizable facial features.
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
- + Excellent adherence to the full animal list including a bunny.
- + Vibrant, saturated colors that emphasize the joyful vibe.
- + Great texture on the flowers and butterfly wings.
- − The fox kit has an anatomical error with its hind leg emerging from its chest.
- − The composition feels slightly crowded and flat.
FLUX.2 [klein] 4B
- + Superior photographic quality with realistic lighting and 'god rays'.
- + Excellent fur textures and more realistic animal proportions.
- + Beautiful depth of field and bokeh effects.
- − Missing the baby bunny requested in the prompt.
- − Included two kittens instead of one kitten and one bunny.
Verdict: Bria FIBO followed the prompt instructions more accurately by including all four requested animals, but it suffers from a significant anatomical glitch on the fox. FLUX.2 [klein] 4B produced a much more realistic and aesthetically pleasing 'masterpiece' with convincing lighting, though it ultimately failed to include the bunny.
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
- + Excellent execution of a 'dreamy' Ghibli-esque background with lush flowers and warm lighting
- + Maintains the distinct color coding of the characters' clothing
- + Successfully captures a hand-painted anime look with depth
- − Completely changes the poses of the characters, removing the 'distracted' turning action of the man
- − The man and girlfriend are now walking forward side-by-side rather than the man looking back
FLUX.2 [klein] 4B
- + Perfectly preserves the composition and body poses of the original meme
- + Accurately captures the soft watercolor aesthetic often found in Ghibli concept art
- + Highly consistent facial features compared to the source image
- − Loses the 'jealous' facial expression of the girlfriend, making her look happy/content
- − Background is slightly flatter and more washed out than Image A
Verdict: While Bria FIBO creates a beautiful illustration with rich textures and lighting that feels very Ghibli-esque, it fails the image editing task by completely altering the fundamental composition and poses of the iconic source image. FLUX.2 [klein] 4B successfully translates the specific layout of the meme into a watercolor illustration style, maintaining the man's head turn and the relative positions of the women, making it the better choice for an edit task despite the loss of the girlfriend's angry expression.
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 addition of dynamic motion through body posing and flowing hair.
- + Creates a cohesive energetic mood with flying autumn leaves.
- − Fails to preserve the original image, almost entirely regenerating the scene, subjects, and background.
- − The woman's facial features and the dog's appearance changed significantly.
FLUX.2 [klein] 4B
- + Perfectly preserves the original image's background, subjects, and colors.
- + Successfully adds the requested motion with blowing hair and flying leaves while maintaining source integrity.
- − The hair blowing effect is slightly less dramatic than in the other model.
Verdict: Bria FIBO created a very energetic image but failed the core task of an image edit by completely regenerating the scene with new subjects. FLUX.2 [klein] 4B successfully added the requested motion and flying leaves while keeping the original woman, dog, and background perfectly intact.
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
- + Features a clean vector illustration of a cloche with steam.
- + Good color palette adherence to warm brown and cream tones.
- + Nice banner integration above the central icon.
- − Significant spelling errors: 'Caffé Froaian' instead of 'Caffè Florian'.
- − Incorrect date 'Est. 1320' instead of '1720'.
- − The text rendering for letters is inconsistent in style.
FLUX.2 [klein] 4B
- + More accurate date rendering for 'Est. 1720'.
- + Excellent background texture that matches the 'subtle texture' prompt.
- + Consistent font style across the emblem.
- − Spelling error in the name: 'Caffè Flaxtion' instead of 'Florian'.
- − Redundant text elements with 'Est. 1720' appearing twice.
- − Steam originates from the top handle of the cloche rather than inside.
Verdict: Both models struggled with the specific text 'Florian', but Bria FIBO was much further off with the established date and basic name spelling. FLUX.2 [klein] 4B provided a much more professional-looking vector aesthetic with superior background texture and date accuracy, despite the redundant text and slight name misspelling.
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 NASA-inspired color palette.
- + Sophisticated layout that feels like a professional poster design.
- + Clean, high-quality vector-style illustrations and consistent iconography.
- − Text is entirely gibberish and unreadable.
- − The logical flow of the infographic steps is confusing and doesn't follow a clear numbering system.
FLUX.2 [klein] 4B
- + Successfully follows the requested 6-step structure in a linear fashion.
- + Text is much closer to English words with recognizable intent (e.g., 'Desentt', 'Tranquility').
- + Includes specific astronaut names as requested in the supporting details.
- − Composition feels cluttered and less like a professional 'clean' infographic.
- − The Saturn V rocket illustration is anatomically incorrect and awkward.
- − Visual style is a bit inconsistencies across the different icons.
Verdict: Bria FIBO wins on pure aesthetic quality and professional graphic design, capturing the 'clean' and 'NASA-inspired' vibe perfectly, though its text is meaningless. FLUX.2 [klein] 4B followed the logical structure of the prompt much better, including the specific 6-step sequence, but produced a much more amateur-looking illustration with distracting spelling errors. Bria FIBO is preferred for users needing a visual template, while FLUX.2 is better for those needing the content logic.
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Black Forest Labs' compact, open-source image generation model with sub-second inference, optimized for production and near real-time applications with multi-reference support