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 [pro]
#8 of 62 in Text-to-Image
Where the votes landed
Bria FIBO
0.0%
win rate
Ties
0.0%
FLUX.2 [pro]
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 depiction of the plant being visible through the glass refraction.
- + Strong, saturated colors and clear lighting direction.
- + Very sharp focus on the central subject.
- − The plant appears to be growing inside/through the cube rather than being behind it.
- − The blue sphere is floating without a clear shadow on the floor of the cube.
FLUX.2 [pro]
- + Perfect logical placement of objects with the plant clearly positioned behind the cube.
- + Highly realistic texture on the book and wooden table.
- + Physically accurate refractions and reflections in the glass cube.
- − The plant is significantly more blurred than in the comparison image.
- − The sphere is partially clipped through the bottom surface of the cube.
Verdict: FLUX.2 [pro] followed the spatial instructions more logically, correctly placing the plant behind the glass, whereas Bria FIBO made the plant appear as if its stems were inside the cube. While Bria FIBO has more vibrant colors, FLUX.2 [pro] captures a much higher level of photorealism in the textures of the book and the woodgrain.
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 bokeh.
- + Strong adherence to the 'red bicycle' requirement.
- + Good skin texture and elderly character depiction.
- − Significant anatomy errors with the hands (multiple fingers blending/extra digits).
- − Optical and mechanical errors in the bicycle structure (floating pedal, disconnected chains).
FLUX.2 [pro]
- + Incredible realism in the rain ripples and sidewalk texture.
- + Much more natural posture and realistic interaction with the bicycle.
- + Superior skin texture and lighting that feels truly 'candid' and 'unstylized'.
- − The bike frame appears a bit small relative to the man.
- − The motion blur on the cars is slightly static compared to the rain effects.
Verdict: FLUX.2 [pro] is the clear winner as it successfully rendered complex elements like rain ripples in puddles and realistic skin textures without the disturbing anatomical errors found in Bria FIBO. While Bria FIBO captured a nice cinematic mood, the mangled hands and broken bicycle mechanics make it less successful as a realistic street photo.
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
- + Beautiful warm lighting and bokeh integration
- + Clean, high-resolution textures
- − The scars look like surface dirt or smudges rather than battle-worn tissue
- − The armor looks brand new despite the 'battle-worn' prompt
FLUX.2 [pro]
- + Excellent depiction of battle-worn skin with realistic scars and grime
- + Natural hair braiding with distinct colorful beads as requested
- + Stronger emotional intensity in the facial expression
- − The bokeh sparks are a bit large and slightly distracting
- − The armor engraving is slightly less intricate than Model A's
Verdict: Both models followed the prompt well, but FLUX.2 [pro] captured the 'battle-worn' essence much more effectively with realistic scars and convincing textures on the cloth and skin. Bria FIBO produced a very clean and aesthetically pleasing image, but it felt more like a model in a costume rather than a veteran warrior.
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
- + Successfully incorporates vibrant color accents and geometric shapes.
- − Text is largely gibberish and poorly rendered.
- − The layout is confusing with sections overlapping and non-sensical repetition of headers.
- − Food photos lack definition and look like smears of color rather than actual dishes.
FLUX.2 [pro]
- + Professional, legible text rendering for primary headers and menu items.
- + Realistic food photography that matches the category descriptions.
- + Clean, logical grid layout that follows standard design principles.
- − Smaller body text contains some spelling errors.
- − The 'Mains' category is misspelled as 'MINS'.
Verdict: FLUX.2 [pro] is the superior model for this task, producing a highly professional and functional menu layout with realistic food imagery and legible typography. Bria FIBO fails to create recognizable food and the text is completely illegible, resulting in a design that lacks the clinical professional finish requested by the prompt.
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 burger patty and fresh produce
- + Strong use of fire and embers in the background for a dramatic effect
- + Dynamic floating arrangement of ingredients
- − Missing the Euro symbol (€) in the price
- − Text is somewhat scattered and poorly integrated compared to Image B
- − The starburst effect for the price is weak
FLUX.2 [pro]
- + Perfect adherence to text requirements including the Euro symbol and starburst
- + Superior graphic design with clean, centered typography
- + Excellent sense of motion with rotating crumbs and flying sauce droplets
- − The burger ingredients look slightly more illustrative/clean compared to the grit of Image A
- − The background is less detailed than Image A
Verdict: While Bria FIBO captures more realistic textures in the food, FLUX.2 [pro] is the clear winner for its superior composition and perfect adherence to the text prompts. FLUX.2 [pro] correctly included all symbols, such as the Euro sign, and integrated the 'Limited Time Only' and starburst elements far more professionally.
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 variation.
- + Strong composition that fills the frame.
- − Failed significantly on text rendering, resulting in gibberish for most menu items.
- − Incorrect date with symbols and numbers jumbled.
FLUX.2 [pro]
- + Perfect adherence to specific text and date requirements.
- + Highly realistic chalkboard/slate texture with dust and chalk artifacts.
- + Elegant and consistent cursive handwriting that follows all prompt instructions.
- − The board itself has slightly jagged edges that might not fit every 'cozy café' aesthetic.
Verdict: FLUX.2 [pro] followed the prompt instructions perfectly, rendering the specific text and numbers requested with high accuracy and a beautiful cursive style. Bria FIBO failed to produce legible text for the menu items, resulting in nonsensical strings of letters.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
Bria FIBO
- + Excellent visual clarity and vibrant cinematic lighting.
- + High detail on both the astronaut suit and the horse anatomy.
- + Creative use of glowing elements like the hooves and reins.
- − Failed the core prompt instruction to have the horse on top.
- − Standard interpretation of an astronaut riding a horse rather than the requested surreal inversion.
FLUX.2 [pro]
- + Successfully followed the difficult spatial instruction of 'horse on top'.
- + High technical quality with realistic rendering of the Earth and galaxies.
- + Captures the requested 'surreal' quality through an impossible physical arrangement.
- − The horse's legs are awkwardly clipping through the astronaut's back.
- − There is a strange duplicative effect where the horse appears to have two bodies or is merged clumsily.
Verdict: While Bria FIBO produced a more visually polished and coherent single subject, it completely ignored the specific prompt requirement for the horse to be on top. FLUX.1 [pro] followed the complex spatial instruction to create a surreal scene, and although the limb blending is messy, it is the only model that attempted the requested concept.
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 character placement and clarity
- + The lighting from the phone on the woman's face is very realistic
- + High detail in the capybara's fur and clothing
- − The capybara's hands look more like human hands with fur rather than capybara paws
- − The car door/roof structure is physically impossible and warped
FLUX.2 [pro]
- + Superb realism in the taxi interior and dashboard details
- + Capybara paws are rendered more accurately within the context of the pose
- + Convincing depth of field and nighttime atmosphere
- − The passenger in the back seat is slightly blurred and less integrated than in the other model
- − The capybara's hat has some minor clipping issues near the ear
Verdict: FLUX.2 [pro] is the winner due to its superior realism and structural coherence of the taxi interior, including a highly detailed dashboard. While Bria FIBO does a great job with the passenger's lighting, the warped car geometry and human-like hands on the capybara make it less convincing than the polished output of FLUX.2 [pro].
The Halloween Invitation
Text-to-Image“Vintage gothic Halloween party invitation. Dark parchment poster, spooky border with webs and thorns, central glowing jack-o-lantern, bats, twisted trees, moody night sky. Add elegant gothic title text saying "Halloween Party Invitation", a small scroll banner saying "You are invited to a night of frights", and event details at the bottom: Date: 30.10.2026 Time: 7pm Location: The Arches, NYC Spooky but polished, cinematic lighting, square format.”
AI Judge Analysis
Bria FIBO
- + Excellent depiction of the cobweb and thorn border.
- + Dynamic use of low-lying fog and background atmosphere.
- − The text is highly illegible with numerous typos and incorrect dates.
- − The center banner slogan 'night of nights' deviates from the prompt's request.
FLUX.2 [pro]
- + Flawless text rendering for all requested details, including date and location.
- + High-quality central jack-o-lantern with effective cinematic lighting.
- + Perfect adherence to the banner text and title typography.
- − The thorn border is a bit more illustrative and less realistic than in the other image.
Verdict: FLUX.2 [pro] is the clear winner as it successfully rendered all requested text, dates, and locations with zero errors. Bria FIBO captured a nice atmosphere but failed significantly on the textual requirements, producing gibberish for the event details.
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
- + Excellent addition of thick, stylish hair.
- + High aesthetic quality for the hair texture and flow.
- − Completely failed to preserve the original person's face and features.
- − Changed the character's age, bone structure, and beard shape.
- − Substantially altered the background landscape and clothing details.
FLUX.2 [pro]
- + Perfectly preserved the original person's facial features and expression.
- + Successfully maintained the original background, lighting, and clothing.
- + The added hair realistically wraps around the ear and matches the existing beard color.
- − The hairline on the forehead is slightly messy with some minor skin texture blurring.
- − The hair volume is a bit uneven on the top.
Verdict: Bria FIBO failed the image editing task by essentially generating a new image of a different person, violating the requirement to preserve facial features. FLUX.2 [pro] followed all instructions perfectly, adding the requested hair while keeping the identity of the person and the 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 typography layout
- + Highly realistic textures on the fish and wasabi
- + Clean, high-quality rendering with no digital artifacts
- − Includes non-requested UI elements/watermarks at the bottom
FLUX.2 [pro]
- + Perfect 45-degree isometric composition
- + Accurate representation of the 'cartoon scene' style requested
- + Very clean layout with a solid flag icon
- − Textures are slightly more plastic-like compared to the PBR request
- − White text on light blue background has slightly lower contrast
Verdict: Both models followed the prompt exceptionally well, but Bria FIBO edges ahead in visual quality due to its superior PBR textures and lighting. However, FLUX.2 [pro] is a cleaner generation without the unnecessary watermarks found in Bria FIBO's output.
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 incorporates a chaotic newsroom setting
- + Includes a large dog character and a microphone relevant to the profession
- + Vibrant colors and a very exaggerated caricature style
- − Completely misses the 'hockey' requirement of the prompt
- − The facial features are somewhat uncanny rather than charmingly exaggerated
- − Lots of visual artifacts and messy background details
FLUX.2 [pro]
- + Excellent adherence to all prompt elements including hockey sticks, pucks, dogs, and a TV desk
- + Maintains a closer facial resemblance to the source image
- + Clean, professional vector-style illustration with clear composition
- − The 'caricature' element is more of a generic cartoon style than a humorous exaggeration of features
Verdict: FLUX.2 [pro] followed the instructions much more accurately, successfully integrating the hockey theme which Bria FIBO completely ignored. While Bria FIBO captured a more traditional 'exaggerated' caricature face, FLUX.2 [pro] provided a higher quality, more cohesive image that maintained the subject's likeness while including all requested life details.
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 'chasing' and 'tumbling' dynamic of the prompt
- + Vibrant colors and clear god rays in the lighting
- + High-contrast, sharp details on the animals' fur
- − Stylistically looks more like a 3D digital illustration than 'hyper-photorealistic'
- − The animals are floating somewhat unnaturally in the air
FLUX.2 [pro]
- + Successfully achieves a 'hyper-photorealistic' look with natural textures and lighting
- + Realistic interaction and proximity between the animals
- + Beautiful ground-level perspective with visible dew sparkles on the grass
- − The animals are largely stationary rather than 'tumbling' or 'chasing'
- − The fox kit has a slightly distorted eye and nose alignment
Verdict: Bria FIBO captures the energetic action and diverse elements of the prompt perfectly but fails the realism requirement, looking more like a greeting card illustration. FLUX.2 [pro] provides a stunningly realistic photograph with expert lighting and texture, though it depicts the animals in a calm huddle rather than the requested 'tumbling' action.
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
- + Strong aesthetic appeal with warm lighting and floral details
- + Successfully captures a dreamy, nostalgic mood
- − Fails to preserve the signature 'distracted boyfriend' pose
- − Changes the background and character placement significantly
- − Style is more generic anime than specific Studio Ghibli style
FLUX.2 [pro]
- + Excellent preservation of the original image's composition and poses
- + Perfectly captures the Studio Ghibli art style, including line work and watercolor textures
- + Maintains the specific facial expressions of the subjects while stylized
- − The colors are slightly more desaturated than some Ghibli films, though fitting for watercolor styles
Verdict: FLUX.2 [pro] is the clear winner as it successfully transforms the image into a Studio Ghibli style while perfectly preserving the composition, poses, and expressions of the original meme. Bria FIBO creates a pleasant illustration but fails as an editor, completely changing the layout and losing the essence of the 'distracted boyfriend' source image.
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
- + Strong sense of 'dynamic motion' with the woman and dog both shown running.
- + Successfully captures the hair blowing energetically in a specific direction.
- + Integrated the autumn leaves naturally into the environment.
- − Low source preservation as it completely changed the woman's face and anatomy.
- − Changed the color palette and time of year significantly.
FLUX.2 [pro]
- + Excellent source preservation, maintaining the original woman and dog almost perfectly.
- + Applied the hair and jacket motion edits while keeping the subject's identity.
- + High visual quality and resolution matching the original image.
- − The flying leaves appear as a flat overlay rather than being part of the 3D scene.
- − Motion is less 'energetic' compared to Model A since the subjects are still walking.
Verdict: Bria FIBO interpreted the prompt 'dynamic motion' by changing the subjects from walking to running, which resulted in a very lively image but failed to preserve the original subject's appearance. FLUX.2 [pro] followed the editing instructions while perfectly preserving the identity of the woman and the dog, making it the superior tool for targeted image editing despite the somewhat artificial look of the leaves.
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 illustrative elements
- + Good adherence to the requested warm brown and cream color palette
- − Nonsense text spelling for 'Caffè Florian' and 'Est. 1320'
- − Unintentional gradient and glow effects on the steam make it look less minimalist
FLUX.2 [pro]
- + Perfect text rendering of 'Caffè Florian' and 'Est. 1720'
- + Superior minimalist vector aesthetic with excellent cross-hatching detail
- + Beautifully balanced circular emblem composition
- − The steam is rendered outside the cloche rather than inside, though this is common for logo symbolism
Verdict: FLUX.2 [pro] significantly outperforms Bria FIBO by accurately rendering all requested text and adhering to the minimalist vector style. While Bria FIBO captures the general layout, its failure to spell the name correctly and the inclusion of vague graphical artifacts make it much less usable 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 lines
- + Strict adherence to the requested NASA-inspired color palette
- + Good use of vertical space and balanced layout
- − Text is mostly gibberish despite having clear character forms
- − Does not follow the 6-step logical flow requested in the prompt
FLUX.2 [pro]
- + Follows the requested sequential list of steps very closely
- + Includes readable text for titles and names like 'Armstrong', 'Aldrin', and 'Collins'
- + Clear iconography for the lunar module and trajectory
- − The rocket icon for 'Launch' appears distorted and low quality
- − Large white margins at the top and bottom detract from the poster feel
Verdict: FLUX.2 [pro] is the superior choice because it accurately follows the structural requirements of the prompt, including the specific 6-step sequence and readable text. While Bria FIBO has a more polished vector art style and better palette application, it fails to organize the content into the requested logical infographic flow.
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Black Forest Labs' state-of-the-art image generation model with maximum quality and speed, supporting text-to-image and multi-reference image editing with up to 4MP output