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DALL-E 2 OpenAI FLUX.2 [klein] 4B Black Forest Labs

Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.

DALL-E 2

15.8 arena score

#59 of 62 in Text-to-Image

Skill signature · Text-to-Image

FLUX.2 [klein] 4B

22.3 arena score

#32 of 62 in Text-to-Image

Vote tally

Where the votes landed

DALL-E 2

50.0%

win rate

Ties

0.0%

FLUX.2 [klein] 4B

50.0%

win rate

50.0% 0.0% ties 50.0%
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.”

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + Features a wooden table surface with realistic reflections.
  • Failed almost all spatial and color logic requested in the prompt.
  • The blue sphere is missing, instead placed as a giant background object.
  • The red book is inside/part of the cube rather than on top of it.
  • Low photographic quality and blurry details.

FLUX.2 [klein] 4B

  • + Perfect adherence to all spatial instructions and object placements.
  • + Excellent visual quality with realistic textures on the book and wood.
  • + Accurate lighting and transparency effects through the glass.
  • The green plant in the background is slightly more out of focus than requested, though still present.

Verdict: DALL-E 2 completely failed the spatial reasoning of the prompt, merging the objects into an abstract composition that ignored the requested hierarchy. FLUX.1 [lite] 4B perfectly executed every detail, correctly placing the sphere inside the cube and the book on top, while maintaining high-fidelity photographic 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.”

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + Strong bokeh effect and wet surface reflections
  • + Captured the 'imperfect framing' and 'candid' vibe well
  • Subject is almost entirely out of focus or obstructed
  • Fails to clearly show an elderly Japanese man or the act of repairing

FLUX.2 [klein] 4B

  • + Excellent adherence to all prompt elements including rain and natural skin texture
  • + High visual clarity and realistic anatomy
  • + Effective background bokeh with recognizable street elements
  • Composition is very centered, missing the 'imperfect framing' request
  • Missing noticeable motion blur from the passing cars

Verdict: DALL-E 2 produced a very abstract image where the subject is obscured and out of focus, failing to deliver on the specific character details. FLUX.2 [klein] 4B provided a high-quality, realistic photograph that accurately depicts the man, the bicycle, and the weather conditions, though it stayed with a more conventional composition than requested.

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.”

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + Features a very close-up, dramatic perspective.
  • Extremely low resolution and heavy artifacting.
  • Fails to render most specific prompt details like braids or lifelike eyes.
  • Anatomically unintelligible and visual quality is poor.

FLUX.2 [klein] 4B

  • + Excellent adherence to all prompt details, including braids with beads and ornate engraving.
  • + High visual clarity with realistic skin textures and lifelike eyes.
  • + Effective use of lighting and depth of field to create atmosphere.
  • The composition is a bit static and centered.
  • The scars look like fresh surface cuts rather than deep 'battle-worn' marks.

Verdict: DALL-E 2 produced a low-quality, abstract image that lacks almost all requested details and suffers from severe artifacting. In contrast, FLUX.2 [klein] 4B executed the prompt perfectly, delivering a high-resolution portrait with clear braids, detailed armor engravings, and beautiful lighting. FLUX.2 is the clear winner as it is a professional-grade image compared to the incoherent output of DALL-E 2.

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.”

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + Strong bold typography
  • + Distinct minimalist aesthetic
  • Food photos are fragmented and unrecognizable
  • Does not follow the grid or section structure for a menu
  • Garbled text for the body content

FLUX.2 [klein] 4B

  • + Excellent adherence to the grid layout and sections
  • + High-quality, realistic food photography
  • + Clean minimalist design that looks like a real menu
  • Nonsense words in headings and descriptions
  • Formatting glitches in the price column

Verdict: FLUX.2 [klein] 4B significantly outperforms DALL-E 2 by providing a coherent menu layout that includes recognizable food photography and a functional grid system. DALL-E 2 failed to interpret the concept of a 'menu,' resulting in an abstract book-like spread with unrecognizable food shards.

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.”

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + Successfully captures an 'exploded' view with suspended components.
  • + High-energy aesthetic with a strong sense of fiery motion.
  • Text is largely illegible and fails to include the requested price or secondary message.
  • Visual quality is low-resolution and lacks photorealistic detail in the food textures.

FLUX.2 [klein] 4B

  • + Excellent photorealistic texture on the bun, lettuce, and meat.
  • + Accurately includes the price starburst and secondary text message.
  • + Crisp resolution and polished commercial aesthetic.
  • Fails to follow the 'exploded burger' instruction, showing a mostly intact sandwich.
  • Primary title text contains significant spelling errors.

Verdict: While DALL-E 2 followed the 'exploded' composition more accurately, its poor image quality and failure to include most of the requested text make it a weaker advertisement. FLUX.2 [klein] 4B serves a much higher quality, photorealistic image and successfully integrates the pricing and secondary message, though it struggled with the main title's spelling and ignored the exploded layout.

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.”

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + The chalk texture on the individual strokes is quite realistic.
  • + Captures the high-contrast aesthetic of a chalkboard.
  • The text is completely illegible gibberish.
  • Fails to follow any of the specific item or date instructions in the prompt.
  • Low resolution and lacks the requested café context.

FLUX.2 [klein] 4B

  • + Successfully renders the requested menu items and date with high legibility.
  • + Features a realistic chalk texture including smudges and dust on the board.
  • + Composition is balanced and includes a realistic wooden frame.
  • Contains several spelling errors like 'Truffel Musheram' and 'Ootrpous'.
  • The spacing in 'S PECIALS' is slightly disjointed.

Verdict: FLUX.2 [klein] 4B followed the prompt instructions meticulously, providing the correct menu items, prices, and date in a legible handwritten style. DALL-E 2 failed to produce any meaningful text, resulting in a board of illegible scrawls. Despite some spelling inaccuracies in FLUX.2 [klein] 4B, it is far superior in both utility and visual quality.

The Reversed Rodeo

Text-to-Image

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

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + The horse appears to be somewhat on top or fused with the astronaut's space suit, nodding toward the specific reversal prompt.
  • + Gritty, surreal texture that matches the requested style.
  • Low resolution and poor anatomical clarity.
  • Does not clearly show a horse riding an astronaut as requested in the literal sense.

FLUX.2 [klein] 4B

  • + High visual fidelity with sharp details and clear lighting.
  • + Excellent cinematic composition and background rendering of space.
  • Complete failure on the negative constraint/reversal: the astronaut is riding the horse, not vice versa.
  • The prompt's surrealism is overshadowed by a very literal, standard interpretation.

Verdict: DALL-E 2 attempted the difficult spatial reasoning of having the horse 'on top' of the astronaut, though the low image quality makes the result muddy. FLUX.2 [klein] 4B produced a much more beautiful and high-resolution image, but it completely ignored the specific instruction to reverse the riders, resulting in a generic 'astronaut riding a horse' image. While FLUX.2 is better visually, neither model successfully executed the surreal 'horse riding astronaut' concept perfectly.

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.”

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + Includes a capybara-like figure and a woman with a phone.
  • Severely lacks photorealism with significant graphical artifacts.
  • The woman appears shocked rather than bored, and the composition is messy.
  • The capybara is not wearing the requested hat or jacket and looks like a statue.

FLUX.2 [klein] 4B

  • + Excellent adherence to all prompt details including the yellow cap, dark jacket, and paws on the wheel.
  • + Photorealistic quality with clear, sharp details and natural lighting.
  • + Perfectly captures the 'bored' expression of the businesswoman alongside a professional-looking capybara.
  • The steering wheel placement is slightly low relative to the capybara's anatomy.
  • The car interior appears more like a small vintage car than a standard modern NY taxi.

Verdict: FLUX.2 [klein] 4B is the clear winner as it perfectly follows the complex prompt, delivering a high-quality photorealistic image where every element—from the capybara's uniform to the woman's bored expression—is accurately represented. DALL-E 2 fails significantly on both visual quality and prompt adherence, resulting in a distorted image with nightmarish artifacts and a chaotic composition.

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.”

DALL-E 2
FLUX.2 [klein] 4B
50% wins 0% ties 50% wins

AI Judge Analysis

DALL-E 2

  • + Captures a strong hand-painted vintage parchment aesthetic.
  • + Creative use of swirled typography that feels authentic to mid-century horror posters.
  • Fails significantly on text legibility, displaying mostly gibberish.
  • Misses key visual elements like the jack-o-lantern and the thorny border.
  • The image quality is low-resolution and blurry.

FLUX.2 [klein] 4B

  • + Excellent adherence to all visual prompts including webs, thorns, and jack-o-lantern.
  • + High-quality cinematic lighting and crisp details.
  • + Mostly legible text and correct event details included at the bottom.
  • Minor spelling errors in the large title text ('Hallbwom', 'niisation').
  • The composition is a bit template-like compared to the artistic feel of Model A.

Verdict: Model B (FLUX.2 [klein] 4B) is far superior as it successfully includes almost all requested elements and provides a high-resolution, polish look. While it has some spelling errors in the main title, it correctly rendered the specific event details, whereas Model A (DALL-E 2) failed on both image quality and prompt adherence.

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.”

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + Captures a clean lighting style
  • + Includes a plate that fits the isometric angle
  • Failed to include 'JAPAN' text
  • Truncated 'SUSHI' text to 'Sush'
  • Low visual quality with abstract, unrecognizable objects replacing sushi items

FLUX.2 [klein] 4B

  • + Excellent adherence to the 'miniature 3D cartoon' and 'PBR' aesthetic
  • + Renders text accurately and positioned as requested
  • + High-clarity textures on the sushi and rice grains
  • The flag icon is stylized but looks more like the flag of Austria than Japan
  • Minor typo in the second line of text shortening 'SUSHI' to 'SUSH'

Verdict: FLUX.2 [klein] 4B followed the prompt instructions much more closely, producing a high-quality 3D miniature that perfectly matches the requested artistic style. DALL-E 2 failed significantly on both text rendering and generating a recognizable subject, resulting in abstract shapes instead of sushi.

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.”

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + Attempts to include multiple different species in a meadow setting.
  • Low resolution with painterly artifacts rather than photorealism.
  • Severe anatomical distortions where animals and butterflies appear melted or glitched.
  • Missed the red fox kit and baby bunny entirely, replacing them with amorphous brown shapes.

FLUX.2 [klein] 4B

  • + Excellent visual quality with clear, high-resolution textures and fur detail.
  • + Beautifully rendered lighting with god rays and dew-like particles as requested.
  • + Strong composition with playful interactions between the animals and butterflies.
  • Included two kittens instead of one kitten and one bunny.
  • The animals are a bit more stylized/cute than true hyper-photorealism.

Verdict: FLUX.2 [klein] 4B produces a near-masterpiece with stunning lighting, sharp details, and a clear joyful mood, despite swapping the bunny for a second kitten. DALL-E 2 fails significantly on this prompt, producing low-quality imagery with disturbing anatomical artifacts and missing majority of the requested animals. FLUX.2 is the clear winner for its superior rendering and aesthetic appeal.

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.”

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + Successfully achieved a minimalist vector style
  • + Followed the warm brown and light background color palette
  • Text is completely garbled and unreadable
  • Failed to include the requested banner and 'Est. 1720' text
  • The steam symbol is malformed and looks like a generic artifact

FLUX.2 [klein] 4B

  • + Successfully rendered the cloche dome with steam and decorative banner
  • + Text is sharp, professional, and mostly accurate in its typography
  • + Subtle paper-like texture on the background matches the prompt perfectly
  • Minor spelling error in the main brand name ('FLAXTION' instead of 'FLORIAN')
  • Included the 'Est. 1720' text twice, creating a redundant layout

Verdict: FLUX.2 [klein] 4B is the clear winner as it produced a professional, high-fidelity logo that follows all prompt instructions, including complex elements like the banner and specific dates. DALL-E 2 failed significantly on text rendering and composition, resulting in an unreadable and incomplete design.

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.”

DALL-E 2
FLUX.2 [klein] 4B

AI Judge Analysis

DALL-E 2

  • + Captures a technical, blueprint-like aesthetic
  • + Uses the requested color palette effectively
  • + Complex layout that feels like a dense informational poster
  • Extreme text gibberish with no legible English
  • Fails to follow the chronological 6-step structure
  • Visual elements are messy and lack the 'crisp' vector lines requested

FLUX.2 [klein] 4B

  • + Successfully follows the 6-step chronological structure
  • + Clean, modern vector illustration style with crisp lines
  • + Accurately reflects the requested iconography like the Saturn V and Lunar Module
  • Several spelling errors in headings and labels
  • The Saturn V rocket design is slightly distorted
  • Lunar orbit step shows a second Earth instead of a Moon

Verdict: FLUX.2 [klein] 4B is the clear winner as it adheres to the logical structure of the prompt, providing distinct icons for the requested mission phases. While it struggles with typography, DALL-E 2 fails the prompt entirely by producing a chaotic, illegible diagram that does not represent the specific mission steps requested.

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