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
#56 of 62 in Text-to-Image
Recraft V4.1
#53 of 62 in Text-to-Image
Where the votes landed
Bria FIBO
0%
win rate
Ties
0%
Recraft V4.1
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 partially visible through the glass cube.
- + Clean, vibrant colors and sharp details on the blue sphere.
- + High-quality rendering of light and reflections on the glass and wooden table.
- − The glass cube has some geometric inconsistencies, such as the thick, uneven base.
Recraft V4.1
- + Perfectly depicts the small scale of the blue sphere relative to the cube.
- + Very realistic lighting and shadow work, especially the soft light from the left.
- + The glass cube features more realistic, thin walls and sharp edges.
- − The plant is barely visible through the cube, making that part of the prompt less impactful.
- − The blue sphere appears to contain liquid rather than being a solid sphere.
Verdict: Bria FIBO followed the spatial instructions more explicitly by ensuring the plant was clearly visible through the glass cube as requested. However, Recraft V4.1 produced a more photorealistic image with better proportions and more convincing textures on the wooden table and red book. Recraft V4.1 is the winner for its superior visual quality and more natural lighting.
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 color and lighting for the environment
- + Clearly shows the red bicycle
- + Good background bokeh
- − Man's right hand and the bicycle handlebars have significant anatomical and structural glitches
- − Skin texture looks slightly smoothed and less 'natural' than requested
- − Cars in the background are stagnant rather than having motion blur
Recraft V4.1
- + Successfully captures the 'imperfect framing' and 'candid' feel requested
- + Excellent natural skin texture and grit on the clothing
- + Good execution of the light rain and the motion blur of passing cars
- − The red bicycle is partially cropped out and less central to the image
- − Light rendering on the man's face is very dark
- − The hat strap is floating somewhat unnaturally
Verdict: Recraft V4.1 is the winner as it much more accurately captures the requested 'candid street photo' aesthetic with natural textures and the requested motion blur. While Bria FIBO has a more conventional composition, it suffers from severe anatomical distortions in the man's hands and the bicycle's 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
- + Extremely intricate engraving on the plate armor
- + Excellent use of warm torchlight highlights on the metal surfaces
- + High-quality skin texture and clear braid details
- − The 'scars' look more like surface dirt or ink than healed tissue
- − Composition feels a bit stiff and staged
Recraft V4.1
- + More convincing 'battle-worn' appearance with realistic facial scarring and skin grime
- + Greater depth of field and beautiful bokeh spark effects
- + Dynamic and emotional facial expression and lighting
- − Armor engravings are slightly less sharp compared to the other model
- − A few strands of hair lack the same level of fine detail found in skin textures
Verdict: Recraft V4.1 is the winner for its superior atmospheric quality and more realistic interpretation of a 'battle-worn' character, featuring convincing scars and a dynamic portrait angle. While Bria FIBO has exceptional detail in the armor engravings, it feels more like a studio photoshoot than a cinematic scene.
Modern Clean Menu
Text-to-Image“Modern minimalist restaurant menu design, white background with colorful food photos in grid, sections for appetizers/pizza/mains, bold sans-serif fonts, vibrant accents, clean professional layout for casual dining.”
AI Judge Analysis
Bria FIBO
- + Excellent use of vibrant accent colors and professional layout graphics.
- + Very high-quality food photography with rich colors and textures.
- + Follows the grid layout request effectively.
- − The text is completely illegible gibberish, which undermines the professional menu prompt.
- − The sections are repetitive (duplicated 'Pizza' and 'Mains' headers) and confusingly laid out.
Recraft V4.1
- + Perfectly legible, actual English text for all menu items and descriptions.
- + Very clean, minimalist design that feels like a real-world usable menu.
- + Accurate representation of the specific food items listed in each category.
- − The white space on the right side of the appetizer section feels a bit unbalanced.
- − The 'vibrant accents' are present but much more subdued than the other version.
Verdict: Recraft V4.1 is the clear winner because it produces a functional, professional menu with perfectly legible text and sensible food pairing photography. While Bria FIBO offers a more visually striking 'vibrant' aesthetic, its failure to generate readable text or a coherent section structure makes it less useful for a design task.
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 rendering of food textures.
- + The 'exploded' effect is dynamic yet maintains a clear burger structure.
- + Strong integration of fire effects with the lighting on the food.
- − Failed to include the Euro symbol (€) in the price.
- − The secondary text 'LIMITED TIME ONLY' lacks the requested fiery glowing effect.
Recraft V4.1
- + Followed all text instructions perfectly, including the Euro symbol and the starburst shape.
- + Exceptional quality on the 'MAGIC BURGER' typography with realistic flame textures.
- + Good sense of motion with sauce Splashes.
- − The food items look slightly less appetizing and less cohesive than Model A.
- − The background lighting is a bit flat compared to the intensity of the text.
Verdict: Bria FIBO captures the 'appetite appeal' and photorealistic lighting of a high-end food advertisement better than its competitor. However, Recraft V4.1 is the clear winner for prompt adherence, accurately rendering every specific text element and symbol requested, including the starburst and fiery font effects that Bria FIBO missed.
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
- + Natural chalk texture on the board surface
- + Excellent cursive handwriting style that looks hand-drawn
- − Serious spelling errors and garbled text for all menu items
- − Failed to include the specific date correctly
- − Incorrect pricing compared to the prompt
Recraft V4.1
- + Perfect adherence to the requested text and date
- + Accurate rendering of complex menu items with no spelling errors
- + Authentic grainy chalk texture in the lettering
- − Text is slightly horizontally compressed near the edges
- − The background context is less clear than Model A
Verdict: Recraft V4.1 is the clear winner as it successfully rendered every specific line of text and the exact date requested in the prompt without spelling errors. While Bria FIBO captures a more 'elegant' cursive style, its actual content is nonsensical and fails the primary text-rendering challenge.
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 use of color and lighting for a cosmic feel.
- + High clarity and digital polish in the rendering of the astronaut suit.
- − Completely failed the negative constraint; the astronaut is riding the horse instead of the horse riding the astronaut.
- − Anatomy of the horse's front legs is distorted.
Recraft V4.1
- + Highly detailed asteroid field and cinematic lighting.
- + Greater sense of motion and scale in the background elements.
- − Failed the negative constraint; like Model A, the astronaut is riding the horse.
- − The composition is a bit cluttered with large dark rocks in the foreground.
Verdict: Both Bria FIBO and Recraft V4.1 failed the complex negative constraint to have the 'horse on top', instead producing traditional 'astronaut on horse' images. Recraft V4.1 is slightly better due to its superior environmental detail and cinematic lighting, whereas Bria FIBO has anatomical issues with the horse's legs.
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 texture on the capybara's fur and the leather seats
- + Vibrant and detailed background depicting Manhattan lights
- + High level of overall image sharpness and clarity
- − The capybara's hands/paws look more like primate hands than capybara paws
- − The capybara's legs and lower body are anatomically confused where they meet the seat
Recraft V4.1
- + Provides a more cinematic, naturalistic lighting that feels like a real film still
- + The capybara's paws are more anatomically accurate to the species
- + Better captures the 'bored' expression of the passenger as requested
- − The capybara is not wearing the requested dark jacket
- − The image has a slightly softer focus/grain compared to the high-res look of Model A
Verdict: Recraft V4.1 produces a far more believable and atmospheric scene with superior lighting and anatomy, perfectly capturing the requested mood of the bored passenger and professional driver. While Bria FIBO is sharper and follows the clothing prompt better (the jacket), its anatomical errors and overly bright interior make it feel more like a digital composite than a photograph.
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 includes the requested thorns and spiderwebs in the border.
- + The banner text is clear and easy to read.
- − The numerical and location data at the bottom is scrambled and incorrect.
- − The lighting on the pumpkin is somewhat flat compared to the other model.
- − Text says 'night of nights' instead of 'night of frights'.
Recraft V4.1
- + Excellent text rendering of the specific date, time, and location details.
- + Highly detailed gothic typography that fits the vintage aesthetic.
- + Superior cinematic lighting and texture on the jack-o-lantern.
- − The banner text is slightly small and harder to read at a glance.
- − Lacks the specific thorn elements mentioned for the border, opting for skulls and webs instead.
Verdict: Recraft V4.1 is the clear winner because it correctly renders the specific event details (Date, Time, Location) which are crucial for an invitation. While Bria FIBO captures the 'thorns' prompt better in the border, its failure to generate legible, accurate text for the event details makes it unusable as a functional 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 typography rendering for 'JAPAN' and 'SUSHI'.
- + Sophisticated 3D textures with realistic scattering on the fish and wasabi.
- + Complex and visually appealing isometric composition.
- − Includes undesirable watermark-like AI artifacts in the bottom corners.
- − The flag icon is a simple red dot rather than a rectangular flag.
Recraft V4.1
- + Clean, professional presentation with no watermark artifacts.
- + Accurate flag icon representation next to the text.
- + Correct isometric perspective and elegant diorama base.
- − Text is slightly less bold than requested.
- − The textures on the shrimp and tuna look slightly more plastic compared to the other model.
Verdict: Both models followed the prompt exceptionally well, producing high-clarity isometric scenes. Bria FIBO has slightly more realistic textures and bolder typography, but it is let down by unsightly AI-generated nonsense text/icons in the corners. Recraft V4.1 is the winner for providing a clean, professional image that adheres to all instructions without artifacts.
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
- + Features all four requested animals clearly visible
- + Violent and colorful wildflowers enhance the playful vibe
- + Includes multiple butterflies as requested
- − Looks more like a digital illustration than a hyper-photorealistic photo
- − The fox and puppy appear to be floating or awkwardly superimposed rather than touching the ground
- − Overly saturated colors create a synthetic appearance
Recraft V4.1
- + Achieves a high level of photorealism with convincing textures and lighting
- + Beautiful atmospheric god rays and dew sparkles that look natural
- + Dynamic and realistic interaction between the animals
- − The kitten has five legs if you count the visible paws underneath and extended
- − Only one prominent butterfly when the prompt asked for butterflies (plural)
- − The puppy's mouth has some minor anatomical inconsistencies near the teeth
Verdict: Recraft V4.1 is the clear winner for its superior adherence to the 'hyper-photorealistic' instruction and its masterful use of lighting and atmospheric effects. While Bria FIBO captures all elements of the prompt perfectly, its output feels like a dated digital painting or greeting card rather than a high-end photograph.
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
- + Features a central cloche dome with clear steam graphics.
- + Captures a warm cream-colored textured background well.
- + The logo composition is balanced with a nice banner arc.
- − Significant spelling errors in the brand name ('Froaian').
- − Incorrect date in the banner (1320 instead of 1720).
- − Typography is a bit bulky and less elegant than requested.
Recraft V4.1
- + Perfect text rendering for both the brand name and the specific date.
- + Elegant, classic typography that suits a minimalist restaurant logo.
- + Cleaner vector emblem style with sharp, professional lines.
- − The cloche dome is quite small relative to the text.
- − Minimal background texture compared to Model A.
Verdict: Recraft V4.1 is the clear winner because it correctly renders all text, including the specific name 'Caffè Florian' and the requested date 'Est. 1720'. Bria FIBO fails significantly on prompt adherence regarding text details, misspelling the name and changing the date, despite having a more prominent cloche illustration.
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
- + Strong aesthetic appeal with a high-quality flat-vector design style.
- + Effective use of the requested NASA-inspired color palette and subtle gradients.
- + Creative layout that feels like a professional infographic poster.
- − Text is entirely gibberish and unreadable.
- − Layout of the mission steps is confusing and doesn't follow the requested 1-6 sequence clearly.
Recraft V4.1
- + Excellent prompt adherence, correctly labeling all six requested mission stages.
- + High-quality text rendering with legible, accurate names and titles.
- + Strict adherence to the requested flat-vector iconography style.
- − Simple layout lacks the 'poster' feel compared to the more dynamic Model A.
- − Numbering error on the fifth step (labeled as 04 instead of 05).
Verdict: Recraft V4.1 is the clear winner for its functional accuracy and legible text, successfully depicting all six requested stages of the Apollo 11 mission. While Bria FIBO produces a more visually sophisticated and artistic 'poster' aesthetic, its failure to generate readable text and a logical sequence makes it less useful as an infographic.
Explore each model
Recraft's V4.1 standard tier text-to-image model — refines V4's photorealism with more natural lighting, softer gradients, and sharper illustration styles for everyday creative work