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 13 shared challenges, with an AI judge weighing in on each.
Bria FIBO
#55 of 62 in Text-to-Image
FLUX1.1 [pro]
#50 of 62 in Text-to-Image
Where the votes landed
Bria FIBO
0%
win rate
Ties
0%
FLUX1.1 [pro]
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's position behind the glass
- + Realistic soft lighting and shadows that anchor objects correctly
- − The blue sphere appears more like a matte ball than glass or high-gloss material
- − The glass cube has some inconsistent internal refractive lines
FLUX1.1 [pro]
- + Superb texture quality on the red book cover
- + Very clean glass physics with high clarity
- + Perfect blue sphere with complex window reflections
- − The glass object is a rectangular prism rather than a cube as requested
- − The plant behind the glass is somewhat blurry and less distinct
Verdict: Both models followed the complex prompt very well, but Bria FIBO adhered more strictly to the geometric shape of a 'cube', whereas FLUX.1 [pro] generated a tall rectangular box. However, FLUX.1 [pro] provided much higher visual quality, detailing the texture of the book and the reflections on the sphere with greater 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
- + Natural skin texture and facial details are highly realistic
- + Excellent lighting and red bike color vibrancy
- + Bicycle structure is reasonably coherent for an AI image
- − Lack of motion blur on passing cars as requested in the prompt
- − Anatomical issues with the hands, including an extra finger and merged joints
FLUX1.1 [pro]
- + Captured the requested motion blur on background vehicles effectively
- + Atmospheric wet pavement reflections and rainy aesthetic are well-executed
- + Includes 'imperfect framing' with a more candid street photography feel
- − Physical logic of the bicycle is broken, with the frame appearing to end abruptly
- − The man's posture and interaction with the bike look awkward and floating
Verdict: Bria FIBO captures the technical details of the subject's face and the bicycle much better than the competitor, although it missed the motion blur requirement. FLUX1.1 [pro] better captured the 'candid' and 'motion blur' aspects of the prompt but failed significantly on the structural integrity of the main objects, resulting in a disconnected bicycle frame.
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 detailing on the engraved plate armor and leather straps
- + Clear depiction of the braided hair with beads as requested
- + Excellent lighting composition with warm torchlight highlights
- − The 'battle-worn' elements like dirt and scars look slightly like superficial makeup
- − The skin texture is a bit smooth compared to the requested realism
FLUX1.1 [pro]
- + Incredible lifelike eyes and hyper-realistic skin texture
- + Powerful facial expression that conveys a battle-worn character
- + Excellent shallow depth of field and bokeh spark effects
- − The armor is mostly cropped out, losing the 'ornate engraved plate' focus
- − The hair braids are messy and hard to distinguish from loose strands
Verdict: Bria FIBO excels in technical prompt adherence, specifically capturing the ornate armor details and the beaded braids perfectly. However, FLUX1.1 [pro] provides a much more lifelike and emotionally resonant portrait with superior skin textures and realistic battle-worn effects, even though it sacrifices some of the armor visibility 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 adherence to the grid layout for food photos.
- + Bold, readable headings that clearly delineate requested sections.
- + Vibrant design accents that match the 'casual dining' request.
- − Text rendering for individual menu items is heavily garbled.
- − Some food photos appear abstract or ai-processed rather than realistic.
FLUX1.1 [pro]
- + High-quality food photography with realistic textures.
- + Clean, professional presentation including cutlery for context.
- + Better rendering of currency and small text elements.
- − The food photos are clustered at the bottom rather than integrated into the requested grid throughout the design.
- − Section headings like 'Mains' are misspelled or replaced with 'Man & Dreafry'.
Verdict: Bria FIBO followed the layout instructions much better, creating a balanced grid with vibrant accents and clear section headers, though its text strings are nonsensical. FLUX1.1 [pro] produced a more attractive and realistic mock-up with superior image quality, but it failed to follow the grid structure and had significant spelling errors in the headers.
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 ingredients, especially the patty and bun.
- + Perfectly follows the 'exploded' instruction with clear separation of all layers.
- + Text is integrated with the requested fiery glowing effect.
FLUX1.1 [pro]
- + Clean, professional graphic design layout.
- + High clarity and contrast against the dark background.
- + Accurate rendering of the currency symbol '€'.
- − Failed the 'exploded' prompt as the main burger is mostly assembled.
- − The light blue neon text contradicts the 'fiery, glowing effect' requested.
- − Text is repetitive, displaying 'MAGIC BURGER' twice in different styles.
Verdict: Bria FIBO followed the 'exploded' instruction much better than FLUX1.1 [pro], creating a dynamic mid-air separation of every ingredient that looks highly appetizing and photorealistic. While FLUX1.1 [pro] produced a cleaner graphic layout, it ignored the specific request for a fiery text effect and failed to actually 'explode' the burger, instead surrounding a whole burger with small debris.
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
- + Successfully captures a textured, messy chalk aesthetic
- + Coherent chalk-on-board lighting effect
- − Text is largely nonsensical and garbled
- − Incorrect date 'APRIL 3 2026' instead of 30th
- − Poor adherence to the specific menu item names provided
FLUX1.1 [pro]
- + Excellent text legibility and accuracy
- + Follows the specific menu item instructions very closely including the date
- + Cozy café atmosphere with good depth of field and framing
- − Has a few typos like '$228' and 'Chipkies'
- − Handwriting looks slightly more like a digital font than 'natural' chalk stroke variations
Verdict: FLUX1.1 [pro] significantly outperforms Bria FIBO by producing legible, accurate text that follows the complex prompt requirements. While FLUX1.1 [pro] has minor price and spelling errors, Bria FIBO fails almost entirely on text rendering, producing gibberish for the menu items.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
Bria FIBO
- + Excellent vibrant colors and a high-energy galactic background.
- + Creative neon details on the glowing hooves and reins.
- + Clean, high-resolution rendering with a polished digital art aesthetic.
- − The horse appears to have five legs visible underneath its body due to a rendering error.
- − The composition is a bit static compared to the more dynamic pose of the second model.
FLUX1.1 [pro]
- + More realistic texture on the astronaut suit and horse's mane.
- + Dynamic pose and cinematic lighting with effective use of atmospheric clouds.
- + Consistent scale and realistic proportions for a surreal concept.
- − Background includes mountains and clouds, which somewhat contradicts the 'in space' part of the prompt.
- − The horse's front legs have slightly awkward anatomy during the rearing pose.
Verdict: While both models followed the structural prompt well, FLUX1.1 [pro] produced a more cinematic and texturally realistic image with a dynamic pose. Bria FIBO had a better 'space' environment but suffered from a significant anatomical error where the horse has an extra leg visible under its belly.
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 adherence to the 'front paws on steering wheel' instruction
- + Detailed and realistic textures on the capybara's fur and the taxi interior
- + Accurate depiction of a professional-style driver cap and jacket.
- − The anatomy of the capybara's hands is slightly distorted and look more like human-monkey hybrids.
- − Perspective of the car interior is slightly warped near the door frame.
FLUX1.1 [pro]
- + Beautiful cinematic bokeh and lighting in the background streets.
- + The capybara's expression is very calm and fits the prompt well.
- + The human passenger's bored expression and pose are highly natural.
- − Failed the instruction to have paws on the steering wheel; the capybara appears to be sitting in the passenger seat or the back.
- − The steering wheel and dashboard are missing or incoherent in the composition.
Verdict: Bria FIBO followed the spatial instructions much better, correctly placing the capybara in the driver's seat with its paws on the wheel. While FLUX1.1 [pro] has superior lighting and a more aesthetic cinematic feel, it ultimately failed the core compositional requirement of the prompt by placing the capybara next to the passenger rather than driving.
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
- + Successfully included all elements like webs, thorns, and twisted trees within a square format.
- + Captures a gritty, cinematic atmosphere with fog and lighting.
- − The text at the bottom is largely nonsensical gibberish and incorrect dates.
- − Misquoted the banner text to say 'night of nights' instead of 'night of frights'.
FLUX1.1 [pro]
- + Excellent text legibility and accuracy for the requested details.
- + High-quality illustration with a clean, professional aesthetic.
- + Better adherence to the thorny border requirement.
- − The layout repeats the event details multiple times, creating clutter.
- − Failed the 'square format' requirement, producing a vertical poster instead.
Verdict: FLUX1.1 [pro] produced a much more usable invitation with accurate spelling and clear details, though it ignored the square format instruction and repeated information. Bria FIBO followed the composition instructions more closely but failed significantly on the specific text and dates, which is critical for an invitation.
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.
- + Realistic PBR textures with impressive subsurface scattering on the salmon and ginger.
- + Strong adherence to the 'raised diorama' and isometric perspective.
- − Includes cluttered UI elements/watermarks at the bottom of the image.
FLUX1.1 [pro]
- + Captures a more 'cartoonish' miniature aesthetic as requested in the prompt.
- + Clean, bright composition with no watermark artifacts.
- + Solid adherence to the isometric top-down angle.
- − Failed to include the requested flag icon.
- − The 'SUSHI' text is very small and lacks prominence compared to the main title.
- − Materials look more like plastic clay than realistic PBR textures.
Verdict: Bria FIBO produced a more professional-looking render with superior material details and perfect text/icon placement, though it was marred by unwanted UI watermarks. FLUX1.1 [pro] followed the 'cartoon' aspect of the prompt better but missed the specific instruction for the flag and failed to deliver the high-quality PBR textures seen in the competing image. Bria FIBO is preferred for its higher fidelity and detail.
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
- + Successfully included all four requested animals (dog, cat, bunny, fox).
- + Vibrant colors and high level of detail in the surrounding wildflowers.
- + Excellent lighting effects with visible god rays and backlighting.
- − The animals look somewhat 'pasted' into the scene with inconsistent perspectives.
- − The digital sharpening is slightly too aggressive, bordering on an illustrative look rather than hyper-photorealistic.
FLUX1.1 [pro]
- + Superior fur texture and realistic lighting integration with a soft, cinematic feel.
- + Excellent facial expressions and realistic eye reflections.
- + Very clean composition with professional depth of field.
- − Failed to include the red fox kit requested in the prompt.
- − The 'butterflies' are indistinct yellow glows rather than detailed butterflies.
- − Missing the 'tumbling' and active movement requested, opting for a static pose.
Verdict: Bria FIBO followed the complex prompt more accurately by including all four specified animals (puppy, kitten, rabbit, fox), whereas FLUX1.1 [pro] missed the fox entirely. However, FLUX1.1 [pro] produced a significantly more cohesive and photorealistic image with better lighting and fur rendering. Despite its photographic superiority, Bria FIBO is the winner for adhering to all components of the multi-subject request.
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 unavailable for this challenge.
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.
- + Crisp, modern vector aesthetic with consistent line weights.
- + Balanced layout that effectively uses the full poster space.
- − Text is largely illegible gibberish.
- − The steps are not clearly numbered or ordered in a linear fashion.
FLUX1.1 [pro]
- + Successfully includes the 'Apollo 11' text prominently.
- + Clearly numbered steps matching the requested sequence list.
- + Good icon variety reflecting different mission phases.
- − The 'Saturn V' icon looks more like a generic toy rocket than the specific NASA vehicle.
- − Composition is a bit cluttered with a giant central moon that dominates the space unevenly.
- − Minor spelling errors like 'Infor the' and 'Deseort'.
Verdict: Bria FIBO captures the requested 'modern vector' style and NASA color palette significantly better, resulting in a more professional-looking design. However, FLUX1.1 [pro] followed the logical instructions much better by actually numbering the steps and rendering legible (if slightly flawed) text. Overall, FLUX1.1 [pro] is more useful as an actual infographic while Bria FIBO is more visually polished but non-functional.
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