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
#55 of 62 in Text-to-Image
FLUX.2 [flex]
#14 of 62 in Text-to-Image
Where the votes landed
Bria FIBO
0%
win rate
Ties
0%
FLUX.2 [flex]
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 material rendering of the glass cube with realistic edge refraction.
- + Strong adherence to the plant placement, showing it clearly through the glass.
- + Dynamic lighting and sharp textures on the wooden table.
- − The plant stems appear to pass through the glass cube rather than being behind it.
- − The book is slightly small relative to the top surface of the cube.
FLUX.2 [flex]
- + Accurate spatial arrangement with the plant clearly placed in a pot behind the cube.
- + The red book fits the dimensions of the cube's top surface perfectly.
- + Clean, soft lighting that matches the 'window light' request well.
- − The glass cube looks more like a hollow frame than a solid glass object in some areas.
- − The sphere has less depth and shading compared to Model A.
Verdict: Both models followed the prompt instructions very closely, successfully placing all elements in the correct positions. FLUX.2 [flex] produced a more logical spatial arrangement where the plant is clearly separate from the cube, whereas Bria FIBO had some clipping issues with the plant's stem, but Bria FIBO rendered the physical properties of the glass and sphere with much higher detail and realism.
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 and light rain visible in the air.
- + Strong central composition with a classic bicycle aesthetic.
- + The skin texture on the face is realistic and aging-appropriate.
- − Serious anatomical and mechanical issues, including a malformed left hand and a bicycle frame that is missing a proper seat tube connection.
- − The passing car lacks the requested motion blur, appearing relatively sharp.
FLUX.2 [flex]
- + Successfully captures the motion blur of passing cars in the background as requested.
- + The 'imperfect framing' prompt is well-executed with the large pole on the left edge.
- + More accurate depiction of the manual task of 'repairing' with the subject kneeling and working on the chain.
- − The bicycle geometry is highly irregular, particularly the thick down-tube merging into the chainstays.
- − Perspective on the rear wheel's size compared to the front wheel feels slightly off.
Verdict: FLUX.2 [flex] is the winner because it adhered much better to the specific technical requests of the prompt, including the 'motion blur' and 'imperfect framing.' While both models struggled with complex bicycle geometry, Bria FIBO suffered from significant anatomical errors in the subject's hands that broke the realism requested.
Fantasy Warrior
Text-to-Image“Close portrait of a battle-worn paladin in ornate engraved plate armor, hair braided with small beads, faint scars and dirt on the skin, warm torchlight reflecting off metal, shallow depth of field, bokeh sparks, lifelike eyes, highly detailed texture on leather straps and cloth underlayer.”
AI Judge Analysis
Bria FIBO
- + Excellent intricate engraving on the plate armor
- + Very lifelike eyes and skin texture
- + Strong adherence to the shallow depth of field and bokeh sparks
- − The scars on the face look a bit like smudged dirt rather than healed tissue
- − The lighting on the face is a bit flat compared to the armor
FLUX.2 [flex]
- + Highly realistic scars and dirt application consistent with 'battle-worn'
- + Excellent texture on the leather straps and knit underlayer
- + Great integration of the torchlight source and its reflection on the metal
- − The hair braids and beads look slightly more cluttered and less distinct
- − The facial features are slightly softened compared to the sharp armor detail
Verdict: Both models followed the prompt exceptionally well, but FLUX.2 [flex] produced a more convincing 'battle-worn' appearance with realistic facial scarring and superior texture on the non-metal elements like the leather and wool. Bria FIBO excelled in the technical rendering of the armor's engravings and the lifelike quality of the eyes, but felt slightly cleaner than the prompt requested.
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 a very vibrant color palette with high-contrast accent blocks.
- + Strictly adheres to the grid layout requirement for photos.
- + Consistent sans-serif typography across all sections.
- − Text is completely illegible gibberish strings.
- − Layout is repetitive and confusing, with category headers appearing multiple times.
- − Food photos are overly abstract and look less appetizing.
FLUX.2 [flex]
- + Excellent text legibility and realistic currency formatting.
- + High-quality, appetizing food photography that looks professional.
- + Logical layout that feels like a real, functional restaurant menu.
- − The 'Mains' and 'Pizza' headers overlap with dishes that do not match those categories (e.g., Bruschetta under Pizza).
- − The header 'APPETIZERS' is a single section title rather than a multi-section document header.
Verdict: FLUX.2 [flex] produced a far more professional and usable design that realistically mimics a modern menu, featuring clean typography and high-quality food photography. While Bria FIBO captured the 'vibrant accents' well, its text is illegible and the overall layout lacks the professional coherence of a real dining menu.
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 patty and fresh vegetables.
- + Dynamic 'exploded' composition with clear separation of ingredients.
- + Vibrant fiery background that fills the entire frame.
- − Failed to include the Euro symbol (€) in the price.
- − The secondary text 'LIMITED TIME ONLY' lacks the requested fiery/glowing effect.
- − The price is missing the starburst element mentioned in the prompt.
FLUX.2 [flex]
- + Successfully integrated all requested text with the specific 'fiery' styling.
- + Accurately included the Euro symbol and the starburst element for the price.
- + Sharp, commercial-quality lighting and appetizing sauce details.
- − The 'exploded' effect is slightly less dramatic than Image A, with some ingredients still touching.
- − The distribution of crumbs in the air looks a bit grainy compared to the main subject.
Verdict: While Bria FIBO captures a more dynamic exploded burger with incredible food textures, FLUX.2 [flex] is the clear winner for its superior prompt adherence. FLUX.2 [flex] successfully rendered all text elements, including the Euro symbol and the starburst, while maintaining the specific fiery artistic style requested throughout the composition.
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 handwriting variations
- + Consistent visual style across all text elements
- − Severely failed to render the requested words correctly
- − Failed to include the specific date correctly
- − Text becomes complete gibberish halfway down
FLUX.2 [flex]
- + Perfect adherence to the requested text and date
- + High-quality, legible cursive calligraphy
- + Excellent composition with realistic café lighting and background
- − Handwriting is slightly too uniform, appearing somewhat like a digital font despite the chalk texture
Verdict: FLUX.2 [flex] successfully followed all instructions, rendering every menu item and the date with 100% accuracy and high legibility. In contrast, Bria FIBO produced largely unintelligible gibberish for the menu items and failed to include the full date correctly, making it unusable for the specific prompt.
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 high-detail rendering of the spacesuit and horse fur
- + Vibrant and cinematic lighting effects on the hooves and reins
- + Clean, professional composition with a clear focal point
- − Failed to follow the specific spatial negative constraint where the horse should be on top
- − Depicts a standard 'astronaut riding a horse' concept instead of the surreal inverso requested
FLUX.2 [flex]
- + Successfully followed the difficult prompt instruction of having the horse on top of the astronaut
- + Highly creative interpretation that captures the 'surreal' aspect of the prompt
- + Excellent dynamic composition with floating asteroids and a spiraling galaxy
- − Anatomical issues where the horse's front legs merge awkwardly into the astronaut's hands
- − The astronaut's face visible through the helmet is slightly distorted
Verdict: While Bria FIBO produced a visually polished and high-quality image, it completely failed to follow the core instruction of the prompt: placing the horse on top. FLUX.2 [flex] successfully interpreted the complex and surreal request, creating a unique and dynamic scene that outweighs its minor anatomical glitches with its superior prompt adherence.
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 internal lighting effect from the smartphone screen on the passenger's face.
- + High level of detail in the capybara's fur texture and the taxi's dashboard.
- − The capybara's paws look more like human-primate hybrids than capybara feet.
- − The car's door and roof structure is physically impossible and warped.
FLUX.2 [flex]
- + Stronger adherence to the 'bored' expression for the passenger.
- + Includes thematic details like the 'TAXI' patch on the jacket and the roof sign.
- + Superior anatomical rendering of the capybara's paws on the wheel.
- − The composition feels slightly more cramped than Image A.
Verdict: While both models followed the prompt accurately, FLUX.2 [flex] produced a more coherent and physically plausible image. Bria FIBO had impressive lighting on the passenger, but the distorted vehicle geometry and strange, monkey-like hands on the capybara made it less realistic than the FLUX.2 [flex] output.
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
- + Atmospheric cinematic lighting with realistic fog effects
- + Intricate cobweb and thorn border details
- + High-contrast glowing jack-o-lantern
- − Significant text hallucinations and spelling errors in the bottom event details
- − Banner text changed "frights" to "nights"
- − Composition feels a bit cluttered at the bottom
FLUX.2 [flex]
- + Excellent text rendering with near-perfect spelling for all requested details
- + Highly legible gothic typography and scroll placement
- + Stronger parchment aesthetic with torn-edge effect
- − Background trees and sky are slightly less detailed compared to model A
- − Border elements are more graphic/illustrative than cinematic
Verdict: FLUX.2 [flex] is the clear winner because it successfully followed all text instructions, including the specific date and location, which Bria FIBO completely botched. While Bria FIBO offered more realistic atmospheric lighting, its inability to render legible invitation details makes it unusable for the prompt's intended purpose.
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 adds a full head of thick hair as requested.
- + The hair texture and lighting are professionally rendered.
- − Fails as an edit by completely regenerating the subject's face, making him unrecognizable.
- − Changes the background and clothing details significantly from the source image.
FLUX.2 [flex]
- + Excellent source preservation, keeping the identical face, clothing, and background.
- + Perfectly adheres to the edit instructions while maintaining the original lighting.
- + The added hair blends seamlessly with the original sideburns and beard.
- − The hair length is a bit short compared to the prompt for 'full, thick', though it is dense.
Verdict: Bria FIBO failed the basic requirement of an image edit by completely changing the identity of the person and the environment. FLUX.2 [flex] successfully performed a precise local edit, adding realistic hair while preserving every other detail of the source image perfectly.
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 texture work with realistic rice grains and salmon marbling.
- + Clean layout on a sharp diorama base.
- + High-clarity rendering with professional studio lighting.
- − Includes undesirable watermark-like graphics in the bottom corners.
- − The flag icon is partially merged with the word 'SUSHI' instead of being a distinct icon.
FLUX.2 [flex]
- + Perfect adherence to text layout instructions with a clear, separate flag icon.
- + Very clean, minimal aesthetic that fits the 'miniature 3D cartoon' style well.
- + Soft, pleasing lighting and smooth rounded diorama base.
- − The textures are more clay-like and lack the requested 'realistic PBR' detail seen in the rice or fish.
- − Slightly less visual depth in the sushi materials compared to Model A.
Verdict: Bria FIBO provides much higher detail in the materials, particularly the realistic rice and fish textures which lean into the PBR request, but it is marred by AI artifacts and watermarks. FLUX.2 [flex] produced a much cleaner graphic design with perfect text placement and no artifacts, making it the more usable image despite slightly simpler textures. Because FLUX.2 [flex] correctly followed the layout of the text and flag without adding distracting noise or watermarks, it is the better overall outcome.
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 represents the 'exaggerated' and 'humorous' caricature style.
- + Great depiction of a chaotic TV news set with high-detail equipment.
- + Captures the user's facial features well while transforming them into a cartoon.
- − Completely misses the 'hockey' element of the prompt.
- − Hands are poorly rendered with unnatural finger counts and shapes.
- − The composition is a bit cluttered and overwhelming.
FLUX.2 [flex]
- + Successfully incorporates all elements: TV anchor, dogs, and hockey (jerseys and sticks).
- + Preserves the subject's identity and original outfit style (denim shirt) more effectively.
- + Clean, professional vector-style illustration with great layout balance.
- − The caricature style is a bit safe and 'clip-art' like rather than truly exaggerated.
- − Text on the news desk is slightly garbled.
Verdict: FLUX.2 [flex] is the clear winner because it successfully incorporated every element of the prompt, including the specific request for hockey themes, which Bria FIBO missed entirely. While Bria FIBO captured a more classic 'exaggerated caricature' facial style, its failure to include hockey and its anatomical issues with the hands make it a less effective edit.
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
- + Contains all requested animals
- + Vibrant and colorful floral environment
- + Good lighting effects with visible god rays
- − Anatomy issues, particularly the fox's front legs and the puppy's floating mid-air pose
- − Over-saturated colors and less realistic fur textures compared to Model B
- − Butterflies look a bit like stickers placed on top of the image
FLUX.2 [flex]
- + Excellent photorealistic fur textures and natural lighting
- + Superior anatomical correctness and dynamic movement for all animals
- + Effective use of depth of field and beautiful dew sparkles on the grass
- − The fox kit features slightly exaggerated, bushy tail color patterns that lean toward artistic rather than purely biological
Verdict: FLUX.2 [flex] produced a significantly more cohesive and photorealistic image, with realistic fur textures and convincing interactions between the animals and the environment. Bria FIBO captures the prompt elements but suffers from anatomical distortions and a more 'digital illustration' feel compared to the requested hyper-photorealism.
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, floral aesthetic with warm lighting.
- + Maintains consistent character clothing colors and patterns.
- − Fails to preserve the source image's iconic posing and composition.
- − Changes the gender of the central figure to a woman.
- − The style is more generic modern anime than specific Ghibli hand-painted texture.
FLUX.2 [flex]
- + Excellent preservation of the original meme's layout, posing, and depth.
- + Perfectly captures the Studio Ghibli 'watercolor' texture and soft line work.
- + Adheres strictly to the nostalgic, pastel color palette requested.
- − The facial expression of the woman on the right is changed from angry to smiling, altering the narrative of the scene.
Verdict: FLUX.2 [flex] far outperforms Bria FIBO in this task by preserving the exact layout and 'distracted boyfriend' meme composition while applying a perfect Studio Ghibli aesthetic. Bria FIBO essentially generated a new image that lost the specific poses of the source, whereas FLUX.2 [flex] successfully translated the photo into the requested art style.
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 depiction of dynamic movement through both hair and full-body running poses
- + Creative use of autumnal leaves that add a strong seasonal atmosphere
- + Lively energy across the entire composition
- − Poor source preservation, essentially generating a new image with a different pose and background path
- − Small anatomical artifacts in the hands and facial features
FLUX.2 [flex]
- + Near-perfect source preservation, keeping the original pose and background intact
- + Natural rendering of wind-blown hair
- + Accurate addition of small green leaves as requested
- − The leaf placement looks slightly like a static overlay rather than a dynamic part of the scene
- − Lacks the high energy requested compared to the transformation in the other model
Verdict: Bria FIBO interpreted the prompt as a complete reimagining of the scene to create maximum movement, failing to preserve the source image's layout and pose. FLUX.2 [flex] successfully performed a precise edit, maintaining the integrity of the original photo while subtley adding the wind and leaf effects requested. FLUX.2 [flex] is the better choice for an editing task where the original image context must be kept.
Vintage Cafe Logo
Text-to-Image“Vintage minimalist restaurant logo for "Caffè Florian", retro cloche dome with steam and "Est. 1720" banner, classic typography, warm brown and cream tones, subtle texture on light background, vector emblem style.”
AI Judge Analysis
Bria FIBO
- + Clean vector-style execution
- + Centered, balanced layout
- + Consistent warm color palette
- − Significant spelling errors in the brand name ('Caffé Froaian')
- − Incorrect year in the banner ('1320' instead of '1720')
- − Steam effect lacks the vector clarity of the rest of the logo
FLUX.2 [flex]
- + Perfect adherence to text prompts including name and date
- + Excellent minimalist vector aesthetic
- + Clean typography and balanced composition
- − The steam is very subtle compared to the dome size
- − Slightly less 'texture' on the background than requested
Verdict: FLUX.2 [flex] successfully followed all instructions, providing perfect text rendering for 'Caffè Florian' and 'Est. 1720' in a clean, professional logo. Bria FIBO failed significantly on the text, misspelled the name, and output the wrong date, making 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
- + Stronger vector aesthetic with depth and professional layout
- + Captures the vibe of a cohesive infographic poster with a consistent icon style
- − Failed to render legible text or follow the specific step-by-step numbering
- − Icons are somewhat abstract and disconnected from the literal mission steps
FLUX.2 [flex]
- + Perfect text legibility and adherence to the requested mission steps
- + Accurate iconography including the Saturn V and Lunar Module
- + Strictly follows the requested NASA-inspired color palette
- − The 'Descent' and 'Lunar Orbit' steps are visually swapped/misordered in the layout
- − Composition is a bit sparse with significant empty space
Verdict: While Bria FIBO creates a more visually complex 'poster' feel, FLUX.2 [flex] is the clear winner for its incredible ability to render legible, accurate technical text and follow the specific 6-step instructions. FLUX.2 [flex] successfully captures the NASA palette and provides crisp, recognizable icons for each phase of the mission, despite a slight sequencing error in the grid layout.
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