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Bria FIBO Bria FLUX.2 [klein] 9B Black Forest Labs

Settled by community votes across 17 shared challenges, with an AI judge weighing in on each.

Bria FIBO

16.9 arena score

#56 of 62 in Text-to-Image

Skill signature · Text-to-Image

FLUX.2 [klein] 9B

20.6 arena score

#13 of 32 in Image Editing

Vote tally

Where the votes landed

Bria FIBO

0%

win rate

Ties

0%

FLUX.2 [klein] 9B

0%

win rate

Shared challenges 17

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Excellent refraction and lighting effects through the glass
  • + Sharp, aesthetically pleasing composition
  • + Accurate sphere and cube geometry
  • The plant appears to be growing inside the cube rather than behind it

FLUX.2 [klein] 9B

  • + Accurately places the plant behind the glass cube
  • + Realistic wood texture and natural window lighting
  • The sphere is floating unnaturally without shadows or contact weight
  • The glass cube has soft, rounded edges that make it look more like a vase

Verdict: Both models followed the prompt instructions well. Bria FIBO produced a more visually striking image with superior refraction and light play, though it struggled with the depth of the plant. FLUX.2 [klein] 9B correctly placed the plant behind the object, but the floating sphere lacked contact shadows, making it feel less physically grounded.

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Excellent moody lighting and reflections
  • + Captures the light rain atmosphere well
  • + Good center-weighted composition
  • Significant anatomical errors in the hands and fingers
  • The bicycle structure is broken and illogical
  • Lacks the requested 'repairing' action, as the man is just standing over it

FLUX.2 [klein] 9B

  • + High degree of realism in skin texture and clothing
  • + Realistic mechanical interaction with a toolbox and tools
  • + Stronger adherence to the 'candid' and 'repairing' aspects of the prompt
  • The white car on the left lacks the requested motion blur
  • Minor perspective warping on the front wheel

Verdict: FLUX.2 [klein] 9B is the clear winner as it provides a much more coherent and detailed scene, including relevant tools and a realistic crouching pose. Bria FIBO fails significantly on the details, with mangled hands and a bicycle frame that doesn't connect properly.

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Exquisite intricate engraving detail on the plate armor
  • + Atmospheric use of warm lighting with soft shadows
  • + Excellent adherence to the 'hair braided with small beads' requirement
  • The facial scars look a bit like digital artifacts or smudges rather than healed tissue
  • The leather/cloth textures are slightly muted compared to the metalwork

FLUX.2 [klein] 9B

  • + Outstanding lifelike eye detail and skin texture including pores and realistic scars
  • + Excellent implementation of leather straps and layered mail textures
  • + Strong cinematic composition with clear torchlight sources
  • The armor engravings are slightly less fine than Model A's ornate patterns
  • The 'braids with beads' are present but less elegant in integration than Model A

Verdict: Both models followed the prompt exceptionally well, but FLUX.2 [klein] 9B is the winner due to its superior rendering of lifelike skin textures, convincing battle-worn scars, and the depth of the textile underlayers. While Bria FIBO produced incredibly beautiful armor engravings, FLUX.2 [klein] 9B felt more like a tangible, high-resolution photograph of a character.

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Excellent use of vibrant accents and geometric shapes.
  • + Clean, colorful food photography that follows a consistent style.
  • + Strong adherence to the grid layout requirement.
  • Text is largely gibberish and poorly rendered.
  • The layout repeats headers like 'Pizza' and 'Mains' in a confusing way.
  • Food photography, while vibrant, is somewhat abstract and messy up close.

FLUX.2 [klein] 9B

  • + Text rendering is significantly clearer and resembles actual English letters.
  • + Logical menu structure with prices and descriptions.
  • + High-quality, appetizing food photography that realistically represents the dishes.
  • The 'grid' for photos is repetitive, showing four pizzas under different category headings.
  • The header 'Appetizers' is repeated twice unnecessarily.
  • Missed the 'vibrant accents' requested, opting for a more muted color palette.

Verdict: FLUX.2 [klein] 9B is the superior model because it produces a functional, professional-looking document with legible text and high-quality photography, despite some repetition in the image selection. Bria FIBO captures the 'vibrant accents' and bold layout better, but the text is unusable and the overall composition feels more like a collage than a coherent menu design.

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Excellent photorealistic texture on the meat patty and fresh vegetables.
  • + Correctly followed the order of ingredients in a deconstructed look.
  • + The fiery background is rich and atmospheric with good smoke detail.
  • Missed the Euro currency symbol (€) in the price.
  • Text for 'LIMITED TIME ONLY' is plain and lacks the requested glowing effect.
  • Price tag lacks a distinct starburst shape.

FLUX.2 [klein] 9B

  • + Perfect adherence to all text requirements, including the Euro symbol and starburst.
  • + Better graphic design layout for a commercial advertisement.
  • + All lettering features the requested fiery, glowing effect.
  • The burger is less 'exploded' than Model A, appearing more like a standard tall burger.
  • Visual artifacts present in the floating sauce droplets which look slightly plastic.
  • The lettuce texture is a bit repetitive and less organic than Model A.

Verdict: While Bria FIBO captures superior photorealistic textures for the food itself, FLUX.2 [klein] 9B is the overall winner for its perfect adherence to the complex text instructions and advertisement layout. FLUX.2 correctly included the Euro symbol, the starburst shape, and applied the glowing effect to all text elements, making it a more complete response to the prompt.

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Excellent chalk texture and realistic smudge effects on the blackboard surface.
  • + Correct cursive style for the title text.
  • Significant text rendering errors, resulting in illegible nonsense for the menu items.
  • Failed to include the specific date of April 30, instead writing April 3.

FLUX.2 [klein] 9B

  • + Exceptional prompt adherence with almost perfectly rendered text for all requested items.
  • + Natural chalk variations and believable handwriting style throughout.
  • + Successfully followed the truncated prompt to infer 'Brown Butter Chocolate Chip Cookies'.
  • Minor spelling error in the footer text ('fress' instead of 'fresh').

Verdict: FLUX.2 [klein] 9B followed the prompt with extreme accuracy, rendering complex menu item names correctly and capturing the aesthetic of a real chalkboard. Bria FIBO struggled significantly with text coherence, producing mostly gibberish for the menu items and failing to include the correct date.

The Reversed Rodeo

Text-to-Image

“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”

Bria FIBO
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Excellent vibrant colors and glowing effects that enhance the surreal theme
  • + Highly detailed rendering of the horse's coat and muscle structure
  • + Strong cinematic lighting with a clear focal point
  • The horse's legs and hooves are anatomically awkward in the front
  • The astronaut's interaction with the reins is slightly nonsensical

FLUX.2 [klein] 9B

  • + Realistic lighting on the astronaut's suit and helmet face
  • + Creative planetary background with varying scales
  • + Good sense of motion in the horse's gallop position
  • Includes nonsensical gibberish text at the bottom
  • The horse's hind legs are poorly formed and merge into the background
  • The composition feels a bit cluttered with too many floating elements

Verdict: Both models followed the prompt for an astronaut riding a horse in space. Bria FIBO produced a much cleaner, more aesthetically pleasing image with vibrant 'neon' surrealism, whereas FLUX.2 [klein] 9B suffered from anatomical deformities in the horse's rear and unwanted text artifacts.

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Excellent photographic lighting and cinematic atmosphere.
  • + Correct capybara anatomy for the paws on the steering wheel.
  • + High level of detail in the texture of the capybara fur and jacket.
  • The passenger is seated in a front-facing seat behind the driver rather than the bench seat, and she looks a bit small.
  • The car's door and roof structure is physically impossible/glitched at the top left.

FLUX.2 [klein] 9B

  • + Perfectly captures the passenger's 'bored' expression and body language.
  • + The composition clearly shows both the driver and passenger in a more natural car layout.
  • + Includes text on the hat which adds to the driver aesthetic.
  • The passenger is sitting in the front passenger seat instead of the back seat as requested.
  • The capybara's paws look more like human hands in gloves than actual paws.

Verdict: Bria FIBO captures a more striking and realistic aesthetic with superior lighting, although the interior car geometry is a bit surreal. FLUX.2 [klein] 9B followed the passenger's emotional cues better and provided a cleaner composition, but failed the spatial requirement of placing her in the back seat. Bria FIBO is the likely winner for its impressive texture work and adherence to the capybara's physical traits.

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Excellent cinematic lighting and atmospheric fog
  • + High-quality photographic texture on the jack-o-lantern
  • Significant text errors including 'night of nights' and gibberish event details
  • The banner and text layout feel disconnected from the background

FLUX.2 [klein] 9B

  • + Perfect text rendering for all requested details and dates
  • + Cohesive illustrative style that blends the border, trees, and jack-o-lantern well
  • + Great composition with the moon and twisted trees framing the title
  • Slightly less 'cinematic' than Model A, leaning more towards a clean digital illustration

Verdict: FLUX.2 [klein] 9B is the clear winner because it followed all text-based instructions perfectly, including the specific date, location, and secondary banner text. While Bria FIBO had impressive atmospheric lighting, its inability to render the requested event details and its halluncinated text ('night of nights', 'Lootion') makes it unusable as an invitation.

Bald man challenge

Image Editing
Edit instruction

“Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting.”

Before After
Bria FIBO
Before After
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + The hair has a very detailed, realistic texture and volume.
  • Fails to preserve the person's face, completely changing the subject's features and age.
  • The background environment has been altered from the original.
  • The glasses and clothing have been modified significantly.

FLUX.2 [klein] 9B

  • + Excellent source preservation, maintaining the person's face, clothing, and background perfectly.
  • + The added hair integrates naturally with the existing beard and temple hair.
  • + The lighting on the hair matches the environment well.
  • The hair texture is slightly more stylized/curly compared to the source beard.
  • The hairline where it meets the forehead is a bit sharp.

Verdict: FLUX.2 [klein] 9B followed the instructions much better by successfully adding the requested hair while preserving the identity and surroundings of the original image. Bria FIBO failed the 'preserve facial features' instruction entirely, generating a completely new person who looks significantly younger.

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Excellent text rendering and accurate Japanese flag icon.
  • + Beautiful lighting and high-quality textures on the fish and rice.
  • + Cleaner composition with better use of the mini diorama base.
  • Includes some unnecessary watermark-like artifacts in the bottom corners.
  • The wasabi dollops are a bit oversized for the diorama scale.

FLUX.2 [klein] 9B

  • + Successfully creates the 3D isometric diorama look.
  • + Matte, soft cartoon textures are very consistent across the scene.
  • Generated the wrong flag (looks like Yemen or German Empire variation).
  • The sushi assembly is slightly messy with overlapping geometry.
  • Wood grain on the base looks a bit stretched/distorted.

Verdict: Bria FIBO is the clear winner as it followed all prompt instructions, including the specific text and flag requirements with high clarity. While FLUX.2 [klein] 9B captured the 3D diorama aesthetic well, it failed significantly on the flag icon and had lower overall image resolution/detail.

Over-the-top cartoon caricature

Editing
Edit instruction

“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.”

Source
Bria FIBO
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Includes clear TV news branding and studio equipment.
  • + Vibrant color palette fits the humorous theme.
  • + Strong caricature-style facial exaggeration.
  • The hockey element is barely visible or missing.
  • Some AI artifacts present in the hands and desk items.

FLUX.2 [klein] 9B

  • + Successfully merges the hockey arena and news desk environments.
  • + Includes multiple dogs as part of the audience.
  • + High level of preservation for the subject's hair color and eye shape.
  • Text on the background banners is unintelligible.
  • The hand holding the pen has anatomical inaccuracies.

Verdict: FLUX.2 [klein] 9B is the preferred model because it managed to incorporate every element of the prompt—TV anchoring, dogs, and hockey—into a single coherent scene. While Bria FIBO captured the caricature aesthetic well, it failed to clearly represent the hockey interest, focusing primarily on the news studio.

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Excellent adherence to the list of four animals, including the baby bunny.
  • + Captured the 'god rays' lighting effectively in the corner.
  • + Rich, vibrant color palette for the wildflowers.
  • The fox kit has an unnaturally long tail that blends into the background.
  • The animals have a slightly more 'digital painting' look rather than hyper-photorealistic.

FLUX.2 [klein] 9B

  • + Ultra-detailed fur texture that looks very realistic and soft.
  • + Beautiful handling of bokeh and 'dew sparkles' in the lighting.
  • + Expressive movements that perfectly capture the 'playfully chasing' part of the prompt.
  • Missed the baby bunny completely, only including three of the four requested animals.
  • The kitten's paws have some minor anatomical blurring.

Verdict: Bria FIBO followed the prompt more accurately by including all four specific animals, whereas FLUX.2 [klein] 9B failed to generate the bunny. However, FLUX.2 [klein] 9B produced a significantly more realistic image with superior fur textures and lighting, making it the more visually impressive result despite the missing subject.

Studio Ghibli Anime Style

Editing
Edit instruction

“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”

Source
Bria FIBO
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Captures a beautiful, glowing atmospheric light consistent with 'dreamy backgrounds'.
  • + Preserves the specific floral/urban European setting of the original meme.
  • + The clothing details, like the plaid shirt, are very well preserved.
  • The character designs lean more towards generic modern anime rather than the specific Studio Ghibli style.
  • Lacks the characteristic hand-painted watercolor texture typical of Ghibli backgrounds.

FLUX.2 [klein] 9B

  • + Perfectly captures the Studio Ghibli 'hand-painted' watercolor aesthetic with soft pastel tones.
  • + Maintains the composition of the source meme exceptionally well.
  • + Features line art and character designs that closely mimic actual Ghibli productions.
  • The girl on the right has lost her original 'angry/indignant' facial expression, appearing too pleasant.

Verdict: FLUX.2 [klein] 9B is the clear winner for its superior stylistic translation, perfectly capturing the watercolor textures and character design typical of Studio Ghibli. While Bria FIBO creates a beautiful illustration, it feels more like a generic digital anime style rather than the specific 'hand-painted' look requested.

Golden Hour Stroll

Image Editing
Edit instruction

“Add dynamic motion to this photo: make hair blow in the wind, add leaves flying, energetic and lively feel.”

Before After
Bria FIBO
Before After
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Successfully added significant motion to the hair and limbs
  • + Changed the lighting and coloring to a warm autumnal palette to match the leaves
  • Low source preservation, virtually recreating the entire scene and changing the person's pose and face
  • The bridge and background details have been significantly altered from the original

FLUX.2 [klein] 9B

  • + Excellent source preservation, keeping the person, dog, and background almost identical to the original
  • + Perfectly followed the instruction to add wind-blown hair and flying leaves
  • The flying leaves lack motion blur, appearing somewhat static in the air

Verdict: Bria FIBO opted to completely regenerate the scene, changing the woman's face, posture, and the park's architecture, which fails as a precise image edit. FLUX.2 [klein] 9B followed the instructions perfectly, adding the requested dynamic elements while maintaining the integrity of the source image's subjects and background.

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Clean white-to-cream gradient background.
  • + Good vector style line work on the cloche.
  • Major spelling errors in brand name ('Caffé Froaian').
  • Incorrect date in banner ('Est. 1320' instead of 1720).
  • Steam effect looks a bit blurry compared to the vector lines.

FLUX.2 [klein] 9B

  • + Perfect text rendering for both name and date.
  • + Solid vector emblem composition with a circular frame.
  • + Excellent fulfillment of the color palette and texture requirements.
  • The steam icon is slightly stylized in a way that looks like a musical note/hair curl.
  • Minor brown speckles on the background might be perceived as dirt rather than 'subtle texture'.

Verdict: FLUX.2 [klein] 9B followed the prompt instructions perfectly, whereas Bria FIBO failed significantly on the text elements, misspelling the name as 'Caffé Froaian' and changing the requested date. FLUX.2 also provided a more cohesive logo structure with the requested vintage aesthetic and vector style.

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
FLUX.2 [klein] 9B

AI Judge Analysis

Bria FIBO

  • + Excellent vector aesthetic with a clean, professional layout
  • + Strong adherence to the NASA-inspired color palette
  • + Sophisticated use of negative space and iconography
  • Text consists entirely of illegible gibberish
  • The logic of the steps is confusing and doesn't explicitly follow the 1-6 sequence requested

FLUX.2 [klein] 9B

  • + Attempts to label the specific steps requested in the prompt
  • + Text is semi-legible and correctly references names like Armstrong and Apollo
  • + Clearer progression from launch to landing
  • Numerous spelling errors in the labels (e.g., 'EARDHT', 'TRANSLURAL')
  • The composition feels cluttered and lacks the 'modern vector' cleanliness of the other model
  • The iconography is inconsistent in style

Verdict: Bria FIBO captures the requested 'modern vector infographic' aesthetic much more effectively with a professional layout and excellent color usage, though it fails completely at providing readable text. FLUX.2 [klein] 9B does a better job of following the specific structural steps and including readable (though poorly spelled) text, but its overall visual quality is more cluttered and less cohesive. Bria FIBO is the preferred choice for a design-forward poster where the look is more important than the literal information.

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