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
17.1
arena score
#54 of 62 in Text-to-Image
Skill signature
· Text-to-Image
Stable Diffusion 3.5 Medium
16.8
arena score
#56 of 62 in Text-to-Image
Vote tally
Where the votes landed
Bria FIBO
100.0%
win rate
Ties
0.0%
Stable Diffusion 3.5 Medium
0.0%
win rate
100.0%
0.0% ties
0.0%
Shared challenges
13
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
100% wins
0% ties
0% wins
AI Judge Analysis
Bria FIBO
- + Excellent refractive and reflective glass rendering with realistic thickness.
- + Strong adherence to the 'visible through the glass' instruction for the plant.
- + Crisp details on the book and smooth lighting transitions.
- − The plant appears to be growing directly out of the bottom of the cube rather than being behind it.
Stable Diffusion 3.5 Medium
- + Successfully places the plant behind the cube as requested.
- + Good lighting coherence with the background window.
- − The glass cube has strange, non-physical geometry especially at the corners.
- − The red book looks like a flat textured slab rather than a realistic book.
- − The sphere has significant artifacts and looks poorly composited.
Verdict: Bria FIBO captures the lighting and material properties of glass with significantly higher quality and realism than Stable Diffusion 3.5 Medium. While Stable Diffusion 3.5 Medium followed the spatial positioning of the plant better, its poor rendering of the glass cube and the book makes it the weaker image overall.
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Excellent character detail and skin texture.
- + Great rendering of wet pavement reflections.
- + Accurate bicycle proportions and anatomy.
- − Lack of motion blur on passing cars as requested.
- − The lighting on the man feels slightly studio-lit rather than natural street light.
Stable Diffusion 3.5 Medium
- + Successfully captured the 'imperfect framing' and 'candid' feel requested.
- + Stronger atmospheric effect with visible rain and motion blur.
- + More cinematic and realistic street photography aesthetic.
- − Major anatomical issues with the bicycle (bent frame, missing pedals, Floating wheels).
- − Hand and face details are muddy and less defined.
Verdict: Bria FIBO produced a high-quality, sharp image with excellent character details, but it failed to incorporate the motion blur and 'imperfect framing' requested. Stable Diffusion 3.5 Medium captured the requested mood, motion, and composition much better, but the logical structure of the bicycle and the man's hands is very poor. Bria FIBO is the preferred model for overall visual coherence and detail.
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Exquisite engraving detail on the plate armor
- + Highly realistic facial features and skin texture
- + Excellent rendering of light and shallow depth of field
- − The 'beads' in the hair look more like pearls or small pins than traditional beads
- − The character looks a bit too pristine for a 'battle-worn' description
Stable Diffusion 3.5 Medium
- + Stronger adherence to the 'battle-worn' aesthetic with intense lighting
- + More numerous and complex braids
- + Deeply saturated and dramatic atmosphere
- − Metal textures look slightly muddy or painterly compared to Model A
- − Missed the 'small beads' requirement in the braids
- − The face has some slightly unnatural skin blotchiness
Verdict: Bria FIBO provides a much more technically polished image with incredibly fine detail on the armor and skin, capturing a more cinematic look. Stable Diffusion 3.5 Medium offers a grittier and more intense interpretation of the character, but lacks the high-fidelity clarity and material differentiation found in Bria FIBO.
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Excellent use of bold sans-serif typography for headings
- + Consistent and vibrant color accents that enhance the layout
- + Strong visual balance in the three-column structure
- − Text is largely gibberish beyond the headers
- − Food graphics contain some AI artifacts and abstract shapes
Stable Diffusion 3.5 Medium
- + Successfully creates a grid layout for food photos as requested
- + Food items (pizza and salads) are very recognizable and appetizing
- + Includes price indicators which adds to the menu realism
- − Font choice is a jagged slab-serif rather than the requested bold sans-serif
- − The layout feels slightly cramped with too many small photos
- − Text consistency is poor even for placeholder text
Verdict: Bria FIBO captures the 'modern minimalist' aesthetic much better with its clean white space and professional bold typography. While Stable Diffusion 3.5 Medium handles the 'grid of food photos' better by showing actual pizzas and salads, its font choice and cluttered layout detract from the minimalist requirement. Bria FIBO's design is more cohesive and visually striking as a graphic design piece.
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Excellent 'exploded' effect with all components clearly suspended.
- + High-quality glowing fiery text effects applied to all requested strings.
- + Crisp photorealistic textures on the lettuce, tomato, and patty.
- − Missed the Euro symbol (€) in the price starburst.
- − The price text is slightly overlapping the starburst effect rather than being inside it.
Stable Diffusion 3.5 Medium
- + Includes the Euro symbol as requested.
- + Realistic lighting on the main burger bun.
- + Included all three text elements clearly.
- − Failed the core request for an 'exploded' burger, showing a mostly assembled one.
- − The background flame is less integrated and looks flatter than Model A.
- − Text lacks the 'fiery, glowing effect' specified in the prompt.
Verdict: Bria FIBO followed the layout instructions much more effectively by creating a dynamic exploded burger, whereas Stable Diffusion 3.5 Medium produced a standard static burger. Bria FIBO also successfully applied the stylistic glowing text effects, making for a much more compelling advertisement despite missing the Euro symbol.
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Excellent realistic chalk texture with dusty smudges
- + Consistent handwriting style throughout the entire board
- + Clear cursive title that mimics human handwriting well
- − Significant spelling errors and gibberish for the specific menu items
- − Failed to include 'April 30' correctly, displaying 'April 3' instead
Stable Diffusion 3.5 Medium
- + Better attempt at the layout of a physical framed chalkboard
- + Included more of the requested menu text elements like 'Chef' and 'Cookies'
- + Stylistic variation in chalk fonts
- − Text is highly distorted and illegible in many areas
- − Failed completely on the specific date 'April 30, 2026'
- − Multiple overlapping and messy chalk lines that reduce clarity
Verdict: Bria FIBO captures the texture and feeling of real chalk handwriting much more effectively than Stable Diffusion 3.5 Medium, despite its struggle with the specific spelling of the menu items. Stable Diffusion produced very distorted text and a cluttered layout that feels less organic. Bria FIBO is the preferred choice for its superior visual quality and realistic chalk rendering.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Excellent vibrant colors and cinematic lighting.
- + High attention to detail on the space suit and saddle.
- + Creative interpretation of the horse having glowing hooves and a neon bridal.
- − Failed the negative constraint; the astronaut is on top, but the prompt asked for the horse on top.
Stable Diffusion 3.5 Medium
- + Realistic texture on the horse's mane and tail.
- + Good composition with the curvature of the planet.
- + Sharp rendering of the astronaut's patches and equipment.
- − Failed the negative constraint; the astronaut is on top, but the prompt asked for the horse on top.
- − The horse's legs exhibit anatomical errors with extra joints and floating hooves.
Verdict: Both Bria FIBO and Stable Diffusion 3.5 Medium failed the difficult spatial reasoning prompt requiring the 'horse on top' of the astronaut. Bria FIBO is the preferred image because it delivers a much cleaner, more cinematic aesthetic without the anatomical distortions seen in the horse's legs in the Stable Diffusion image.
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Excellent adherence to the 'inside the taxi' perspective and side profile layout.
- + Clearly renders the passenger looking at her phone as requested.
- + Realistic textures on the capybara's fur and the leather seats.
- − The capybara has primate-like hands instead of paws.
- − Anatomical issues with the capybara's legs blending into the seat.
Stable Diffusion 3.5 Medium
- + Centered composition gives the capybara a very strong character presence.
- + Captures the professional expression and jacket/hat combo perfectly.
- + Lighting on the character is warm and cinematic.
- − Failed to include the phone in the passenger's hand.
- − The paws are poorly rendered and look deformed on the steering wheel.
- − The passenger is looking forward rather than appearing bored and distracted by a phone.
Verdict: Bria FIBO followed the spatial and narrative instructions much better, correctly depicting the passenger on her phone and the side-view perspective of the interior. While Stable Diffusion 3.5 Medium has a more centered and high-contrast look, it missed the key prompt element of the passenger's phone and struggled with the anatomy of the paws.
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Excellent typography rendering for the main title and banner.
- + Beautiful cinematic lighting and atmospheric foggy background.
- + Adheres well to the 'vintage parchment' look while maintaining high photorealistic quality.
- − The event details at the bottom are scrambled and nonsensical.
- − The banner text has a minor error ('night of nights' instead of 'night of frights').
Stable Diffusion 3.5 Medium
- + Includes all the requested elements like twisted trees and spiders webs.
- + Illustrative style feels cohesive for a vintage poster.
- − Significant spelling errors throughout all text elements.
- − Visual quality is lower with flatter lighting and less detail compared to the competitor.
- − The jack-o-lanterns are placed at the sides rather than the requested central position.
Verdict: Bria FIBO is the clear winner due to its superior visual quality, lighting, and legible main typography. While it fails to correctly render the small event details at the bottom, Stable Diffusion 3.5 Medium fails both the text accuracy and the specific layout request for a central jack-o-lantern, resulting in a less polished image.
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Excellent text rendering and placement following the prompt instructions
- + High-quality PBR-like textures with clean isometric geometry
- + Includes the diorama base and Japan flag icon as requested
- − Includes some unnecessary watermark/UI-like artifacts at the bottom corners
- − The wasabi textures look slightly like plastic or foam
Stable Diffusion 3.5 Medium
- + Successfully rendered the requested text 'JAPAN' and 'SUSHI'
- + Achieved a clean blue background
- − Failed to include the diorama base or the flag icon
- − The 'SUSHI' text has some transparency/glitch artifacts on the 'S'
- − Overall composition is much simpler and lacks the 'miniature 3D cartoon' aesthetic requested
Verdict: Bria FIBO is the clear winner as it followed every detail of the prompt, including the diorama base, the specific 45-degree isometric angle, and the Japan flag icon. Stable Diffusion 3.5 Medium produced a much simpler image that missed several key compositional elements and had minor rendering glitches in the text.
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Successfully included all four requested animals (dog, cat, rabbit, fox).
- + Excellent lighting with visible god rays and dew sparkles as requested.
- + Dynamic composition with animals actually appearing to jump and play.
- − The fox's anatomy is slightly warped with a strange leg placement.
- − One butterfly is growing out of a flower stem in a non-natural way.
Stable Diffusion 3.5 Medium
- + Beautiful, high-contrast warm golden lighting.
- + High detail in the fur texture and expressive facial features.
- + Consistent artistic style across the animals.
- − Failed to include all four animals, missing the bunny entirely.
- − The composition is static and 'posed' rather than the requested 'chasing' and 'tumbling' action.
- − The middle animal is a hybrid that looks more like a fox-kitten rather than a distinct tabby kitten.
Verdict: Bria FIBO is the clear winner as it successfully follows the complex prompt instructions to include four specific animals in a dynamic, playful scene. While Stable Diffusion 3.5 Medium has slightly more refined fur textures, it failed the prompt adherence by missing the rabbit and creating a static, posed composition instead of an active one.
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Clean vector aesthetic suitable for a logo.
- + Good representation of the cloche dome with steam.
- + Colors perfectly match the 'warm brown and cream' request.
- − Failed to spell 'Florian' correctly (rendered as Froaian).
- − Failed to render 'Est. 1720' correctly (rendered as 1320).
Stable Diffusion 3.5 Medium
- + Strong vintage illustrative style with good texture.
- + Better typography for the primary brand name.
- + Composition feels like a cohesive emblem.
- − Misspelled 'Florian' as 'Florrian'.
- − Failed to include the cloche dome, rendering a circular tea/coffee setup instead.
- − Incomplete 'Est. 170' date missing the final digit.
Verdict: Bria FIBO followed the specific prompt elements much better, including the cloche dome and the banner structure, though it struggled with text accuracy. Stable Diffusion 3.5 Medium produced a more artistically complex vintage illustration but ignored the specific cloche dome requirement and also had text errors. Bria FIBO is preferred for more closely adhering to the requested vector emblem composition.
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.”
Bria FIBO
Stable Diffusion 3.5 Medium
AI Judge Analysis
Bria FIBO
- + Excellent adherence to the NASA-inspired color palette.
- + Crisp, modern vector aesthetic with clear iconography for Earth and the Moon.
- + Good composition that feels like a professional infographic poster.
- − The sequence of steps is somewhat jumbled and doesn't follow a clear linear path.
- − Text is completely illegible gibberish.
Stable Diffusion 3.5 Medium
- + Successfully includes legible text headers for phases like 'Launch', 'Descant', and 'Landing'.
- + Includes a clear list format for the requested steps.
- − Fails the flat-vector style, opting for a grainy, textured look.
- − Visuals for the steps (like 'Launch' and 'Earth Orbit') are abstract and do not match the requested icons.
- − The composition is unbalanced with a massive, unexplained white and red shape on the right.
Verdict: Bria FIBO produces a much more visually appealing and professional-looking infographic that perfectly captures the requested NASA aesthetic and vector style, though its sequence logic is weak. Stable Diffusion 3.5 Medium attempts to follow the textual instructions and headers better but fails significantly on the artistic style, resulting in a messy and unpolished graphic.
Next steps
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