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]
#18 of 62 in Text-to-Image
Where the votes landed
Bria FIBO
0%
win rate
Ties
0%
FLUX.2 [dev]
0%
win rate
Challenge by challenge
The strongest take from each model on every shared challenge, with the AI judge's read.
Geometric Composition
Text-to-Image“A glass cube on a wooden table. Inside the cube is a small blue sphere. On top of the cube sits a red book. A green plant is behind the cube, partially visible through the glass. Soft window light from the left.”
AI Judge Analysis
Bria FIBO
- + Excellent depiction of the plant visible through the glass refraction
- + Highly realistic material properties for the glass and book
- + Striking lighting and color saturation
- − The plant appears to be inside the cube's base rather than behind it
- − The blue sphere is floating physically impossible without support inside the cube
FLUX.2 [dev]
- + Perfect adherence to all spatial instructions
- + Realistic lighting direction from the window
- + Natural wooden table texture and reflections
- − The sphere is slightly less perfectly round than Model A
- − The plant's color is a bit more muted
Verdict: Both models followed the prompt closely, but FLUX.2 [dev] followed the spatial instructions more logically by placing the plant behind the glass rather than merging it into the cube's volume. While Bria FIBO has a more vibrant and crisp aesthetic, it failed the physical logic of the plant's position and created a floating sphere instead of resting it on the surface.
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
- + Natural look to the wet pavement and lighting reflections
- + Good bokeh effect in the background
- + Strong adherence to the 'red bicycle' requirement
- − Anatomical errors in the hands with extra fingers
- − The bicycle structure is physically impossible with missing frame segments
- − Low detail in the face compared to the competition
FLUX.2 [dev]
- + Exceptional realism in skin texture and hair
- + Accurately rendered motion blur for the passing car
- + Authentic 'candid' framing that feels less staged
- − The man appears to be working on two overlapping bicycles rather than one
- − The hand anatomy is slightly distorted around the tools
Verdict: FLUX.2 [dev] significantly outperforms Bria FIBO in realism and prompt adherence, particularly with the inclusion of motion blur and natural skin textures. Bria FIBO fails on basic anatomy and mechanical structure, producing a bicycle with missing pipes and hands with six fingers.
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
- + Ornate engravings on the plate armor are extremely fine and well-detailed.
- + Lighting effects on the metal surface are realistic and dramatic.
- + Excellent representation of the requested beads in the hair braids.
- − The scars on the face look more like smudges or superficial dirt than actual battle scars.
- − The background fire elements are a bit clipped at the edges of the frame.
FLUX.2 [dev]
- + The battle-worn aspect is very convincing with realistic scars, cuts, and dirt.
- + The leather straps and underlayer textures are tactile and highly detailed.
- + Stronger interpretation of the 'paladin' archetype with rugged features.
- − The hair beads are somewhat small and blend into the texture of the hair compared to the prompt's focus.
- − Minor lighting inconsistency where the torch is the primary source but the face is very evenly lit.
Verdict: FLUX.2 [dev] captures the 'battle-worn' aspect much more effectively with realistic scarring and authentic grit, while Bria FIBO excels in the intricate craftsmanship of the armor engravings. FLUX.2 [dev] is the preferred choice for its superior texture on the leather and cloth, which was specifically requested in the prompt.
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 in the layout design.
- + The bold sans-serif typography is clean and highly readable.
- + Very professional grid-based layout that feels like a modern digital or print menu.
- − The food photos are somewhat abstract and lack clear subject matter.
- − Included three separate columns which might not represent a single cohesive page.
FLUX.2 [dev]
- + High-quality food photography that is appetizing and clearly recognizable.
- + Layout more closely resembles a traditional two-page menu spread.
- + Includes price indicators which add to the realism of a menu.
- − Typography exhibits significant AI gibberish and spelling errors even for titles.
- − The 'grid' format for images is a bit cluttered compared to the minimalist request.
Verdict: Bria FIBO captures the 'minimalist' and 'bold' design aesthetic much better with a cleaner layout and superior typographic choices, although its food images are slightly less realistic. FLUX.1 [dev] provides better food imagery but fails on the professional layout front due to messy text rendering and a more conventional, less 'modern' design feel.
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
- + High level of photorealistic texture on the burger patty and sesame bun.
- + Excellent sense of motion with the sauce splashes and dynamic fire background.
- + Vibrant, glowing text effects that integrate well with the theme.
- − Omitted the Euro symbol (€) from the price tag as requested.
- − The 6.99 text is partially cut off at the bottom right corner.
- − The secondary text 'LIMITED TIME ONLY' lacks the requested fiery/glowing effect.
FLUX.2 [dev]
- + Perfect adherence to all text requirements, including the Euro symbol and starburst shape.
- + Clean, professional ad layout with centralized text and balanced composition.
- + Great use of dynamic sauce droplets to enhance the 'exploded' theme.
- − The burger bun looks slightly less detailed and more synthetic compared to Model A.
- − The bottom bun appears to be floating just above a surface, reducing the 'mid-air' impact slightly.
Verdict: While Bria FIBO captures higher photorealistic textures on the food itself, FLUX.2 [dev] is the superior choice for an advertisement. FLUX.2 [dev] successfully integrated all complex text elements, including the specific currency symbol and starburst graphic, while maintaining a clean and professional composition that follows the prompt's instructions perfectly.
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 on the individual letters.
- + Matches the slant and variation requested in the prompt.
- − Text is largely illegible and fails to follow the specific menu items provided.
- − Mistyped the date as April 3 instead of April 30.
- − Lacks the third specific menu item requested.
FLUX.2 [dev]
- + Perfect prompt adherence with nearly 100% accurate spelling for all requested items.
- + Excellent layout and composition that feels like a real café menu.
- + Great interpretation of the cursive handwriting style while maintaining readability.
- − A small artifact/ghosting occurs near the word 'with' in the second item.
- − The date at the top uses a slightly more rigid, less cursive style compared to the rest of the board.
Verdict: FLUX.2 [dev] significantly outperformed Bria FIBO by accurately rendering almost all the requested text, which is a key requirement for a menu-focused prompt. While Bria FIBO captured a very realistic chalk texture, the text was nearly gibberish, whereas FLUX.2 [dev] successfully listed the specific prices and gourmet dishes 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
- + Features creative glowing hooves and reins that enhance the surreal theme.
- + High contrast and vibrant colors create a polished, digital-art aesthetic.
- + Clear, sharp rendering of the astronaut suit.
- − The horse has an extra, anatomically incorrect fifth leg emerging from the chest area.
- − The horse's face has a somewhat flat, artificial appearance.
FLUX.2 [dev]
- + Excellent anatomical accuracy for both the horse and the astronaut.
- + Photorealistic textures and lighting create a more cinematic feel.
- + Successfully handles the complex interaction between the astronaut's hands and the reins.
- − Misses the 'surreal' instruction in favor of a literal, grounded depiction.
- − The background moon and planet lack the artistic flair found in the other model.
Verdict: While both models failed to follow the specific 'horse on top' spatial instruction, Bria FIBO attempted a more imaginative 'surreal' look but suffered from major anatomical defects like an extra leg. FLUX.2 [dev] produced a far more coherent and high-quality image with realistic textures and correct anatomy, making it the superior image despite the literal interpretation.
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
- + Strong composition with a clear side-profile view of the taxi interior
- + Excellent lighting on the passenger's face from the phone screen
- + Good texture on the capybara fur and clothing
- − The capybara's hands look more like human-primate hybrids rather than capybara paws
- − The passenger's expression looks slightly too focused/intense rather than 'bored'
- − The car door/roof structure is physically impossible and distorted
FLUX.2 [dev]
- + Perfect adherence to the facial expression requested for both characters
- + More realistic 'yellow cab' logo on the hat
- + Superior hand and paw rendering compared to Model A
- − The perspective from outside the windshield makes the 'inside the taxi' interior less visible
- − A slight blurring on the passenger makes her less distinct
Verdict: FLUX.2 [dev] followed the prompt more accurately, particularly regarding the 'bored' expression of the passenger and the professional demeanor of the capybara. While Bria FIBO offers a more cinematic interior perspective, it suffers from anatomical issues with the paws and structural inconsistencies in the car's frame.
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
- + Features a realistic, high-quality central jack-o-lantern with effective atmospheric lighting.
- + The border design with cobwebs and thorns matches the vintage gothic aesthetic perfectly.
- − The text at the bottom is scrambled, with incorrect dates, times, and spelling errors like 'Lootion'.
- − Failed to correctly render the 'night of frights' text, changing it to 'night of nights'.
FLUX.2 [dev]
- + Exceptional text rendering, accurately following all specific details including date, time, and location.
- + Consistent artistic style that blends the illustration elements with the parchment background seamlessly.
- + Perfect adherence to the prompt's request for a scroll banner and specific wording.
- − The jack-o-lantern is black rather than traditional orange, which might be a stylistic choice but differs from the expectation of a 'glowing' orange pumpkin.
Verdict: While Bria FIBO produces a more realistic pumpkin and atmospheric lighting, it fails significantly on text accuracy and follows the specific prompt details poorly at the bottom. FLUX.2 [dev] is the clear winner for its near-perfect text rendering and superior layout, creating a functional and professional-looking invitation that follows all instructions.
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
- + High quality hair texture and styling.
- + Aesthetically pleasing result.
- − Failed to preserve facial features, completely changing the identity of the person.
- − Re-generated the entire background and clothing instead of editing the source image.
FLUX.2 [dev]
- + Perfectly preserved the original facial features and identity.
- + Maintained the exact original background, lighting, and clothing.
- − The choice of an afro style is a bit of a mismatch given the original beard texture.
- − The junction where the hair meets the top of the glasses is slightly awkward.
Verdict: This is an image editing task where source preservation is key. Bria FIBO failed significantly by re-generating the entire image and changing the person's identity, whereas FLUX.2 [dev] successfully performed the edit while keeping the original person, background, and lighting 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 PBR material rendering with realistic subsurface scattering on the fish.
- + Superior text rendering with precise letterforms and high contrast.
- + High level of detail in the textures for the rice and surface garnishes.
- − Includes undesirable watermarks/artifacts in the corners of the image.
- − The rice grains are a bit exaggerated in size, making them look slightly like pebbles.
FLUX.2 [dev]
- + Clean isometric composition with an accurate 45-degree angle.
- + Perfectly centered elements and a very clean, minimalist lighting setup.
- + Accurate sushi/flag iconography and stylized 3D miniature aesthetic.
- − Texture detail is slightly flat compared to the other model.
- − The transition between the plate and the diorama base is very simple.
Verdict: FLUX.2 [dev] is the winner because it provides an ultra-clean, professional output that perfectly follows the layout and text instructions without any distracting watermarks. While Bria FIBO has impressive material textures (especially on the tuna and salmon), the presence of multiple stock-photo-style watermarks and slightly odd rice proportions makes it less usable.
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
- + Features a clear news studio setting with cameras and lights
- + Effective exaggeration of facial features for a caricature style
- + Includes a large, well-rendered dog
- − Completely missed the 'hockey' instruction
- − Lost the likeness of the original subject almost entirely
- − Anatomical issues with the hands and cluttered desk objects
FLUX.2 [dev]
- + Successfully incorporates all three elements: TV anchor, dogs, and hockey rink
- + Excellent preservation of the subject's facial likeness while applying the caricature style
- + Good composition that balances the news desk with the hockey background
- − Text on the news desk is garbled and unreadable
- − The hand holding the pen is slightly malformed
- − Added an extra human character not requested in the prompt
Verdict: FLUX.2 [dev] is the clear winner as it successfully incorporated all elements of the prompt, specifically the hockey theme which Bria FIBO completely ignored. FLUX.2 [dev] also did a much better job of maintaining the subject's facial features from the source image, whereas Bria FIBO created a generic character that bore little resemblance to the user.
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 'tumbling' and 'chasing' action described in the prompt
- + Vibrant and saturated colors that enhance the joyful vibe
- + Clearly identifies all four requested animal types in unique poses
- − Has an illustrative/AI-standard look rather than 'hyper-photorealistic'
- − Proportions and spatial positioning of the fox and kitten feel slightly flat against the background
FLUX.2 [dev]
- + Achieves a high level of photorealism with convincing fur texture and lighting
- + Beautiful execution of 'god rays' and backlighting through the fur
- + Excellent depth of field and natural-looking meadow environment
- − Includes two bunnies instead of the requested single baby bunny
- − The animals are sitting relatively still rather than 'tumbling together' as requested
Verdict: Bria FIBO captures the dynamic energy and specific count of the prompt's subjects more accurately, but FLUX.2 [dev] produces a significantly more realistic and aesthetically professional image. While FLUX.2 [dev] missed the specific 'tumbling' action and added an extra rabbit, its superior lighting, texture, and '8K masterpiece' quality make it the more visually impressive result.
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
- + Captures a strong anime aesthetic with warm lighting
- + Successfully translates the street background into a charming, flower-filled setting
- − Loses the core composition and character poses from the source image
- − The characters look completely different from the source people, failing as an 'edit' of the original photo
FLUX.2 [dev]
- + Exceptional preservation of the original image's composition, character poses, and identities
- + Perfectly captures the Studio Ghibli 'hand-painted' texture and soft pastel color palette
- + Accurately translates the facial expressions into a clean line-art style
- − The transition from the man's neck to the shirt collar has a slight alignment artifact
Verdict: FLUX.2 [dev] is the clear winner because it successfully performs an image-to-image translation while maintaining the iconic composition and identities of the 'Distracted Boyfriend' meme. While Bria FIBO creates a nice anime-style illustration, it essentially generates a new image from scratch that ignores the poses and specific features of the source image, whereas FLUX.2 [dev] perfectly balances the Ghibli aesthetic with the original photo's structure.
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
- + Successfully added highly dynamic motion and energetic atmosphere.
- + Modified the subjects' poses to look like they are running.
- + Created a consistent autumn aesthetic with matching leaf colors.
- − Very low source preservation, drastically changing the background and subjects' faces.
- − The dog's face and the woman's face no longer resemble the original image.
FLUX.2 [dev]
- + Excellent source preservation, keeping the background and subjects' features nearly identical.
- + Accurately added blowing hair and flying leaves as requested.
- + Maintains the high resolution and clarity of the original image.
- − The 'energetic feel' is less pronounced than Model A since the characters remain in a walking pose.
- − Some leaves appear slightly flat against the background.
Verdict: While Bria FIBO captured the 'energetic and lively' spirit of the prompt more effectively by changing the poses to a run, it failed significantly at the image editing task of source preservation. FLUX.2 [dev] is the winner for successfully adding the requested motion (hair and leaves) while keeping the identity of the woman, the dog, and the environment 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
- + Clean vector-style linework
- + Uses the requested color palette effectively
- − Significant spelling errors in the brand name
- − Incorrect year in the banner
- − The steam effect looks a bit like flames
FLUX.2 [dev]
- + Perfect text rendering for both the name and date
- + Excellent vintage minimalist aesthetic
- + High-quality subtle texture on the background
- − The steam icon is slightly generic compared to the rest of the logo
Verdict: FLUX.2 [dev] followed every instruction perfectly, including the specific year and brand name, while delivering a cohesive vintage design. Bria FIBO failed significantly on the typography, misspelling the name as 'Caffé Froaian' and providing the wrong date.
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 visual layout and hierarchy fitting for a professional poster.
- + Successfully captures the specific color palette and flat-vector infographic style.
- + Consistent iconography and clean linework throughout the composition.
- − Nonsense text and symbols throughout the entire image.
- − Failed to provide the specific 6-step flow requested, showing disconnected elements instead.
FLUX.2 [dev]
- + Impressive text rendering for main titles and labels like 'Apollo 11 Mission'.
- + Follows the multi-step request more closely with identifiable icons for launch, orbit, and descent.
- + Includes relevant names like Armstrong, Aldrin, and Collins.
- − Grid layout is a bit cluttered and less 'poster-like' than Model A.
- − Some icons exhibit graphical glitches or messy details (especially the middle-bottom icon).
- − Minor spelling errors in secondary labels like 'Trarquility'.
Verdict: Bria FIBO captures the aesthetic of a professional vector infographic much better, but it completely fails to deliver readable text or the specific structural steps requested. FLUX.2 [dev] is the clear winner for its ability to follow the complex instructions, accurately rendering most of the mission steps and significantly more legible text.
Explore each model
Black Forest Labs' open-weights image generation model with frontier performance, available for non-commercial local deployment