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
HiDream I1 Fast
#51 of 62 in Text-to-Image
Where the votes landed
Bria FIBO
0%
win rate
Ties
0%
HiDream I1 Fast
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 glass refraction and shadows on the table.
- + High surface detail on the book and the cube's thick glass base.
- + Successfully includes all prompt elements with realistic lighting.
- − The sphere appears to be floating inside the cube without a clear support.
- − The plant stem transitions strangely into the bottom of the cube.
HiDream I1 Fast
- + Realistic material texture on the red book cover.
- + Clean, modern aesthetic with thin glass walls.
- + Good representation of the soft window light and reflections on the sphere.
- − The glass cube is missing its back-left edge, making the geometry incoherent.
- − The sphere is floating in a way that defies gravity without a visual explanation.
Verdict: Bria FIBO followed the spatial instructions more accurately and produced a more coherent image with better thickness and refraction in the glass. HiDream I1 Fast had a significant geometric error where one of the vertical edges of the cube was missing, though it captured the texture of the book exceptionally well.
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 shallow depth of field and bokeh effects
- + Strong reflections on the wet pavement
- + Good camera-angle and realistic skin textures
- − Anatomical errors in the hands with fused fingers
- − Structural logic errors in the bicycle, including a missing chain and floating parts
HiDream I1 Fast
- + Natural composition and believable lighting
- + Accurate depiction of a Japanese street environment
- + Better overall figure and hand integrity than the competitor
- − Failed to include the requested motion blur for passing cars
- − The man appears to be sitting on or straddling a very small bicycle rather than repairing it
- − Lower resolution/clarity in fine details like rain and background
Verdict: Bria FIBO captures the 'cinematic' photography aesthetic much better with its lighting and depth of field, but it suffers from significant anatomical and mechanical distortions. HiDream I1 Fast produces a more coherent and grounded image, though it misses the requested motion blur and has a slightly softer focus.
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 detail on the engraved plate armor and fabric textures
- + Realistic integration of dirt and faint scarring on the skin
- + Sophisticated use of lighting with subtle torchlight reflections
- − The beads in the hair are very sparse compared to the prompt
- − The bokeh sparks in the background are somewhat muted
HiDream I1 Fast
- + Strong adherence to the 'beads' and 'braids' prompt with vibrant details
- + Effective use of warm torchlight and distinct bokeh effects
- + Intense, lifelike gaze and clear facial features
- − The 'faint scars and dirt' look more like painted-on makeup or clean red lines than grit
- − Skin texture appears slightly airbrushed compared to the armor detail
Verdict: Both models performed exceptionally well, capturing the atmosphere of a battle-worn paladin. Bria FIBO is preferred for its superior texture work on the armor and skin, which feels more grounded and 'lifelike' in its grit, whereas HiDream I1 Fast has a more stylized, cinematic feel with better emphasis on the beads and lighting.
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 request
- + Clean, modern aesthetic with consistent vibrant accents
- + Legible headers for Appetizers, Pizza, and Mains
- − Internal body text is gibberish
- − The layout feels more like a website or poster than a traditional physical menu
HiDream I1 Fast
- + Good use of a grid for food photography
- + Includes price-like numbers that enhance the menu feel
- − Large, distracting nonsense text at the top
- − Images are repetitive with too many pizza variations
- − Layout is less professional and feels cluttered
Verdict: Bria FIBO produces a much cleaner, professional design that aligns better with the 'modern minimalist' and 'vibrant accents' part of the prompt. While the text in both images is largely illegible, HiDream I1 Fast struggles with balance and contains a large, poorly rendered header that detracts from the overall quality.
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 lettuce
- + Superior text legibility for the main title and price
- + Strong dynamic composition with a clear 'exploded' effect
- − Missing the euro symbol (€) from the price
- − Secondary text 'Limited Time Only' lacks the requested fiery glowing effect
HiDream I1 Fast
- + Successfully included the starburst element and euro symbol
- + Good use of embers and fire at the base of the image
- − Failed to create an 'exploded' burger, showing it mostly intact
- − Text rendering is messy, with 'LIMITED TIME ONLY' having significant spelling artifacts
- − The floating white rings are unrecognizable and distracting
Verdict: Bria FIBO captures the 'exploded' motion and high-end food photography aesthetic much better than HiDream I1 Fast. While HiDream I1 Fast followed the specific icon instructions (starburst and euro symbol) more closely, its execution of the core burger subject and text legibility is significantly lower quality.
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 realistic chalk texture with dusty smudges and variations in stroke pressure.
- + Good adherence to the request for natural variations in letter size and slight slant.
- − Significant spelling errors throughout all menu items, making most of the text illegible.
- − Failed to include the '30' in the date, rendering it as 'April 3 2026'.
HiDream I1 Fast
- + Correctly included the full date 'April 30, 2026'.
- + Much higher legibility and accuracy in spelling for the requested menu items.
- + Nice composition showing the chalkboard within the cafe context.
- − The font looks somewhat digital and clean, lacking the authentic grittiness of real chalk shown in the other model.
- − Text alignment and layout become cluttered and messy at the bottom of the board.
Verdict: HiDream I1 Fast is the superior model because it successfully renders the requested text with high accuracy, including the specific date and menu items, whereas Bria FIBO produces largely nonsensical gibberish. While Bria FIBO has a more realistic chalk texture, its failure to follow the textual requirements of the prompt makes it less useful.
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 adherence to the 'in space' setting with nebulae and a galaxy background.
- + Highly detailed rendering of both the space suit and the horse features.
- + Good interpretation of the 'cinematic' style with neon glowing effects on the hooves and reins.
- − The horse has an extra hind leg visible in the lower center of the body.
- − The proportions of the astronaut relative to the horse are slightly small.
HiDream I1 Fast
- + Naturalistic and realistic lighting on the horse and astronaut.
- + Clear and coherent composition without anatomical errors in the horse.
- − Completely failed the 'in space' requirement by placing the subject in a desert landscape.
- − Lacks the 'surreal' quality requested in the prompt.
Verdict: Bria FIBO followed the prompt much more effectively, correctly placing the scene in space and adding surreal elements like glowing hooves, even though it suffered from a common AI artifact (an extra leg). HiDream I1 Fast produced a more anatomically correct horse but failed significantly on the core environment and mood requested, depicting a standard desert scene instead of space.
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 narrative composition showing the driver and passenger in their respective spaces
- + High attention to detail in the car interior and professional driver cap
- + Captures the bored, non-chalant expression of the businesswoman perfectly
- − The capybara's hands are a bit humanoid/clunky
- − The car's external frame/door structure is physically impossible
HiDream I1 Fast
- + Features a 'TAXI' label on the hat
- + Good lighting on the capybara's fur
- − Severe anatomical failure with human hands attached to the capybara
- − Failed to place the passenger in the back seat; she is sitting in the passenger seat
- − Less realistic and more 'pasted on' look for the capybara's head
Verdict: Bria FIBO is much more successful as it correctly places the businesswoman in the back seat and renders a professional-looking taxi interior. HiDream I1 Fast fails the spatial logic of the prompt by putting the passenger in the front seat and makes a major anatomical error by giving the capybara human hands.
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 typography for the main title and banner text.
- + Atmospheric lighting and higher visual fidelity in the central jack-o-lantern.
- + Strong composition that follows the 'thorns and webs' border prompt effectively.
- − The event details at the bottom are completely nonsensical and garbled.
- − The banner text changed 'frights' to 'nights'.
HiDream I1 Fast
- + The date '30.10.2026' is rendered accurately.
- + Good use of the parchment layer aesthetic.
- + Includes all requested elements like twisted trees and webs.
- − The main title is missing the word 'Invitation'.
- − Text on the banner and the bottom details is cluttered and contains overlapping characters.
- − Lower artistic quality compared to the other model, looking more like clip-art.
Verdict: Bria FIBO offers a much more polished and cinematic aesthetic with superior font rendering for the main titles, although it fails significantly on the specific event details at the bottom. HiDream I1 Fast manages to get the date correct but suffers from a cluttered layout, missing title words, and generally lower image quality. Bria FIBO is the preferred choice for a professional-looking invitation, provided the bottom text is manually corrected.
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 with 'JAPAN' and 'SUSHI' correctly displayed.
- + Very high-quality PBR textures, particularly on the salmon and tuna fish.
- + Superior lighting and soft shadows that give a professional 3D render feel.
- − Contains distracting watermarks and gibberish UI elements at the bottom corners.
- − Camera angle is a bit more top-down than a true isometric perspective.
HiDream I1 Fast
- + Accurately follows the requested isometric 45-degree angle.
- + Includes a stylized flag icon and additional props like chopsticks.
- + Clean image composition without unwanted corner watermarks.
- − Text rendering for 'SUSHI' is smaller and less impactful than requested.
- − The sushi models look more like plastic toys than the requested realistic PBR materials.
- − The 3D model of the nigiri is physically incorrect with the fish topping appearing to pierce through the rice.
Verdict: Both models followed the prompt well, but Bria FIBO produced a significantly more professional visual result with superior textures and lighting that closely matched the 'realistic PBR' and 'refined textures' requirements. While HiDream I1 Fast captured the isometric perspective and diorama style effectively, its 3D modeling has clipping issues and the overall quality looks like basic clay rather than a high-end render. Bria FIBO is the winner despite the minor corner 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
- + Successfully included all four requested animals (dog, cat, bunny, fox).
- + Greater dynamic movement and interaction with butterflies.
- + Vibrant color palette with clear, sharp details across the entire frame.
- − The aesthetic leans more toward a digital illustration than 'hyper-photorealistic'.
- − The rabbit is partially cut off at the bottom edge.
HiDream I1 Fast
- + Achieves a much softer, more realistic photographic lighting and depth of field.
- + Fur textures look more natural and less sharpened.
- + Better composition with all subjects centered and visible.
- − Failed to include the baby bunny, instead providing two kittens.
- − The animals are mostly sitting rather than 'tumbling and chasing' as requested.
- − Lower overall resolution with some blurriness on the background elements.
Verdict: Bria FIBO followed the complex prompt more accurately by including all four distinct animal species, though the style is more 'AI-art' than 'photorealistic'. HiDream I1 Fast produced a more believable lighting and texture quality but failed the negative constraint of species count by omitting the rabbit in favor of a second kitten. Bria FIBO is the winner for better prompt adherence and capturing the 'tumbling' energy requested.
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 execution of the cloche dome with visible steam
- + Good adherence to the requested warm brown and cream color palette
- + Minimalist vector style that feels professional and refined
- − Failed to spell the restaurant name correctly (Caffé Froaian)
- − Incorrect year in the banner (Est. 1320 instead of 1720)
HiDream I1 Fast
- + Perfectly spelled the main brand name 'Caffè Florian'
- + Strong circular composition and vintage emblem design
- + Good interpretation of the 'retro' and 'minimalist' keywords
- − Typos in the banner date (Est. 17210)
- − Steam elements are stylized as floating crescents which feel less integrated
- − The cloche dome shape lacks the vertical elegance of Model A
Verdict: HiDream I1 Fast is the winner because it successfully spelled the primary text 'Caffè Florian', which is a critical failure in Bria FIBO. While both models struggled with the specific date '1720', HiDream I1 Fast provided a more cohesive emblem-style layout that better fits the restaurant logo request.
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 and a sophisticated layout.
- + Strong adherence to the requested NASA-inspired color palette.
- + Includes consistent iconography and a clear narrative flow from launch to landing.
- − Text consists of illegible gibberish, failing to provide the specific step descriptions.
- − Icon choices for certain steps, like the descent, are slightly abstract.
HiDream I1 Fast
- + Attempts to include actual readable English text for the major headings.
- + Follows the general flat vector style requested.
- − Poor layout with a confusing flow that doesn't follow the requested step-by-step logic.
- − The low resolution and messy artifacts around the icons result in a lower visual quality.
- − Inaccurate iconography, such as depicting multiple orange planets that don't represent the Moon or Earth correctly.
Verdict: Bria FIBO is the clear winner for its superior visual polish and professional infographic design, even though its text is illegible. HiDream I1 Fast struggles with a disorganized layout and significant visual artifacts, making it look much less like a finished design product.
Explore each model
Distilled version of HiDream AI's 17B parameter text-to-image model