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DALL-E 2 OpenAI FLUX.1 [dev] 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.1 [dev]

24.6 arena score

#16 of 62 in Text-to-Image

Vote tally

Where the votes landed

DALL-E 2

0.0%

win rate

Ties

100.0%

FLUX.1 [dev]

0.0%

win rate

0.0% 100.0% 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.”

DALL-E 2
FLUX.1 [dev]

AI Judge Analysis

DALL-E 2

  • + Features a wooden table with a clear reflection
  • Failed to render a red book on top of the cube
  • Confused the blue sphere with a large blue pot in the background
  • The cube appears to contain red liquid rather than a blue sphere
  • Low image resolution and poor clarity

FLUX.1 [dev]

  • + Followed every instruction in the prompt perfectly
  • + High visual quality with realistic textures on the book and glass
  • + Accurate lighting and refraction through the glass cube
  • + Correct placement of the blue sphere and green plant
  • The sphere appears to be floating inside the cube without support

Verdict: DALL-E 2 failed significantly on spatial reasoning and prompt adherence, misidentifying objects and colors for the scene. FLUX.1 [dev] produced a photorealistic image that perfectly executed the complex arrangement of items, including the specific lighting and transparency requirements.

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.1 [dev]

AI Judge Analysis

DALL-E 2

  • + Attempts the 'imperfect framing' requested in the prompt
  • + Captures nice puddle reflections
  • Extremely low resolution and blurry
  • Fails to show a person clearly, identifying neither age nor ethnicity
  • The subject is out of focus, defeating the purpose of the 50mm lens prompt

FLUX.1 [dev]

  • + Excellent adherence to all prompt details including age, ethnicity, and lighting
  • + High photographic quality with realistic skin texture and rain effects
  • + Effective use of shallow depth of field and background motion blur
  • The man is inspecting rather than actively repairing the bicycle
  • The framing is a bit too centered/balanced for 'imperfect framing'

Verdict: FLUX.1 [dev] is the clear winner as it successfully interprets the complex scene, providing a high-fidelity image of an elderly Japanese man that looks like a real photograph. DALL-E 2 fails significantly on technical quality, producing a blurry, unidentifiable subject that lacks any of the requested character details.

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.1 [dev]

AI Judge Analysis

DALL-E 2

  • + Successfully captures a sense of extreme battle-worn texture and grime.
  • + Interesting abstract bokeh element in the background.
  • Extremely low image quality with significant pixelation and compression artifacts.
  • Fails to render most specific prompt details like braids, lifelike eyes, or beads.

FLUX.1 [dev]

  • + Exceptional photographic realism with highly detailed skin texture and eyes.
  • + Perfect adherence to complex lifestyle details like braided hair, dirt/scars, and bokeh sparks.
  • + Masterful composition and lighting that follows the portrait prompt accurately.
  • The hair beads requested in the prompt are not clearly visible or distinct.
  • The plate armor is relatively simple compared to the 'ornate engraved' description.

Verdict: FLUX.1 [dev] produced a stunningly realistic portrait that followed nearly every detail of the prompt with high fidelity and clarity. DALL-E 2 produced an abstract, low-resolution image that failed to depict the character's face or specific attributes effectively.

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.1 [dev]

AI Judge Analysis

DALL-E 2

  • + Strong bold sans-serif typography
  • + High contrast and vibrant colors
  • The food photos are fragmented and abstract, not a 'grid' of recognizable dishes
  • Text is largely gibberish and missing specific menu sections
  • Does not resemble a functional restaurant menu layout

FLUX.1 [dev]

  • + Follows the menu structure perfectly with clear headers for Appetizers and Mains
  • + Features clean, professional layout with high-quality food photography
  • + Includes realistic pricing and descriptive text elements
  • The 'grid' element for food photos is more of a decorative placement than a strict grid
  • Small body text contains some minor AI-generated character artifacts

Verdict: FLUX.1 [dev] produced a highly functional, professional, and aesthetically pleasing menu design that perfectly adheres to the hierarchical requirements of the prompt. DALL-E 2 failed to create a usable menu, instead generating an abstract book-like spread with fragmented imagery and nonsensical text.

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.1 [dev]

AI Judge Analysis

DALL-E 2

  • + Successfully captures a sense of dynamic motion and heat.
  • + The fiery background aligns well with the request for glowing embers.
  • Text is garbled and incorrectly spelled as 'MARGIC BAGUEC'.
  • Poor image resolution and clarity with significant artifacts.
  • Fails to include several requested text elements and the starburst.

FLUX.1 [dev]

  • + Excellent photographic clarity and clean composition.
  • + Perfect adherence to complex text requirements including pricing and secondary message.
  • + Highly detailed rendering of individual food components.
  • Missing the principal 'MAGIC BURGER' title text.
  • The burger layers appear somewhat static rather than 'exploded' with motion.
  • Missing the requested starburst for the price.

Verdict: FLUX.1 [dev] produced a significantly higher quality image with realistic textures and mostly accurate text rendering, though it missed the primary title. DALL-E 2 struggled with basic image coherence and text legibility, resulting in a blurry and messy output. FLUX.1 [dev] is the clear winner for its professional aesthetic and technical execution.

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.1 [dev]

AI Judge Analysis

DALL-E 2

  • + The texture of the chalk looks authentically gritty and smudged.
  • The text is completely illegible gibberish.
  • It failed to follow any of the specific menu item or title instructions.
  • The composition is a tight, low-resolution crop with no cafe environment visible.

FLUX.1 [dev]

  • + Perfect adherence to specific text, date, and pricing requests.
  • + High visual quality with a clear café background and realistic wood frame.
  • + Excellent handwriting style that maintains a hand-drawn feel while remaining legible.
  • The text looks slightly too clean and uniform for real chalk, lacking some of the dusty texture requested.
  • Small typo in the bottom fine print ('drish' instead of 'dish').

Verdict: FLUX.1 [dev] followed the prompt with near-perfect accuracy, rendering all requested menu items and the specific date correctly in an attractive handwriting style. DALL-E 2 failed the challenge completely, producing illegible 'lorem ipsum' style scribbles that did not match the prompt's content.

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.1 [dev]

AI Judge Analysis

DALL-E 2

  • + Features a grainy, vintage aesthetic that feels more cinematic and surreal.
  • + Better integration of the textures between the astronaut and horse.
  • Failed the specific negative constraint requiring the horse to be on top.
  • Lower resolution with noticeable noise and poor anatomical details on the horse's legs.

FLUX.1 [dev]

  • + Much higher image clarity and smooth gradients in the background.
  • + Excellent lighting on the spacesuit and horse's mane.
  • Failed the specific negative constraint requiring the horse to be on top.
  • The horse's front legs have anatomical issues with hoof orientation.

Verdict: Both DALL-E 2 and FLUX.1 [dev] completely failed the logic test in the prompt, which explicitly asked for the horse to be on top of the astronaut. While both generated standard 'astronaut riding horse' images, FLUX.1 [dev] is the better output due to its significantly higher resolution, cleaner details, and better lighting, whereas DALL-E 2 appears low-quality and dated.

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.1 [dev]

AI Judge Analysis

DALL-E 2

  • + Attempts to show a capybara-like figure in the driver seat
  • + Includes a person looking at a phone
  • Abysmal visual quality with severe AI artifacts and distortions
  • Failed to render a recognizable capybara, showing a mutated animal instead
  • Composition is nonsensical with the passenger in the front seat and a surreal, broken face

FLUX.1 [dev]

  • + Excellent photorealistic quality and lighting
  • + Perfect adherence to all prompt details including the clothing, expression, and actions of both characters
  • + Clean, professional composition with realistic bokeh effects and textures
  • The 'TAXI' sign on top is visible through the roof, which is physically impossible

Verdict: FLUX.1 [dev] followed the prompt with near-perfect accuracy, delivering high-fidelity textures and a clear, coherent composition. DALL-E 2 produced a highly distorted image with nightmarish anatomy and failed to capture the professional, calm aesthetic requested. FLUX.1 [dev] is the clear winner for its superior realism and prompt adherence.

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.1 [dev]
0% wins 100% ties 0% wins

AI Judge Analysis

DALL-E 2

  • + Captures a strong vintage hand-painted aesthetic.
  • + Correctly includes the requested twisted trees and bats into the background design.
  • Text is largely illegible and contains various artifacts.
  • Missing the central glowing jack-o-lantern and specific event details.
  • Poor image clarity and resolution compared to modern standards.

FLUX.1 [dev]

  • + High visual quality with sharp details and cinematic lighting.
  • + Follows most prompt instructions including the jack-o-lantern, thorns, and bats.
  • + Includes almost all the specific text requested with high legibility.
  • Minor typos in text such as 'Falloween Ranty', 'Tre', and 'Archzs'.
  • Repeats the time '7pm' twice in the event details.

Verdict: FLUX.1 [dev] is the clear winner as it successfully incorporates most elements of the prompt including the jack-o-lantern and readable event details. DALL-E 2 fails significantly on text legibility and misses several core visual components like the pumpkin, resulting in a cluttered and blurry composition.

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.1 [dev]

AI Judge Analysis

DALL-E 2

  • + Clean isometric perspective matching the prompt.
  • + Crisp lighting and shadows.
  • Failed to render correct text, showing 'Sush' instead of the full requested phrase.
  • Extremely poor subject representation with unrecognizable blobs for sushi.
  • Ignored the 'Japan' text and flag icon requirements.

FLUX.1 [dev]

  • + Excellent soft 3D textures that fit the 'miniature cartoon' description perfectly.
  • + Successfully included the flag icon and 'JAPAN' text.
  • + Beautiful composition with a raised diorama base as requested.
  • Text includes minor spelling errors or extra words like 'SUSH CATON'.
  • Perspective is slightly more frontal than the requested 45° top-down view.

Verdict: FLUX.1 [dev] is the clear winner, as it captured the miniature 3D aesthetic, the diorama base, and most of the text requirements with high-quality textures. DALL-E 2 failed significantly on prompt adherence, providing garbled text and unrecognizable sushi shapes.

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.1 [dev]

AI Judge Analysis

DALL-E 2

  • + Successfully includes multiple species like a kitten and puppy
  • + Attempts a more realistic, non-stylized photography look
  • Extreme anatomical distortions and mangled limbs on the kitten
  • Severe digital artifacts and nonsensical shapes for butterflies
  • Lacks the requested 'god rays' and high-quality 8K resolution

FLUX.1 [dev]

  • + Excellent adherence to the lighting request with warm golden sunrise and god rays
  • + High visual quality with clean textures and soft, detailed fur
  • + Properly includes the requested variety of animals in a cohesive composition
  • Lean heavily into a 3D-animated/Pixar style rather than hyper-photorealistic
  • Anatomy is stylized and cartoonish rather than realistic

Verdict: DALL-E 2 fails significantly on technical quality, producing numerous artifacts, distorted limbs, and incoherent butterfly shapes. In contrast, FLUX.1 [dev] delivers a polished, high-resolution image that captures the lighting and mood perfectly, though it interprets the prompt with a stylized, digital animation aesthetic rather than true photorealism.

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.1 [dev]

AI Judge Analysis

DALL-E 2

  • + Successfully uses warm brown and cream tones.
  • + Captures the cloche shape clearly in a minimalist style.
  • Text is completely illegible and nonsensical.
  • Composition is off-balance with scattered, garbled elements at the bottom.
  • Fails to include the banner and 'Est. 1720' text requested.

FLUX.1 [dev]

  • + Strong professional graphic design with a clear vector emblem style.
  • + Excellent adherence to all prompt elements including the cloche, steam, and banner.
  • + Properly rendered the year 'Est. 1720' in a classic font.
  • Minor misspelling of the brand name as 'Café Flariláan' and 'Reseaurant'.
  • Added extraneous numbers '11011' and '1941' not found in the prompt.

Verdict: FLUX.1 [dev] is the clear winner as it provides a professional-grade logo that follows the layout, elements, and aesthetic requirements of the prompt, despite some textural spelling errors. DALL-E 2 failed to produce legible text or a cohesive composition, resulting in a cluttered and unusable image.

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.1 [dev]

AI Judge Analysis

DALL-E 2

  • + Successfully uses the requested color palette.
  • The text is completely illegible and nonsensical.
  • The layout is chaotic and fails to follow the logical steps of the mission.
  • The image style appears cluttered and messy rather than clean and modern.

FLUX.1 [dev]

  • + Clearly adheres to the flat-vector style with crisp lines and a modern layout.
  • + Follows the sequenced steps requested (Launch, Orbit, Descent, etc.) with recognizable icons.
  • + Correctly displays the primary title 'Apollo 11' near the top.
  • Supporting text below the icons contains several spelling errors and gibberish.
  • The 'Earth' icon has a ring around it like Saturn, which is factually incorrect for Earth orbit.

Verdict: FLUX.1 [dev] is the clear winner as it provides a coherent, beautiful, and logical infographic that follows the requested steps and style. DALL-E 2 produced a chaotic image with illegible text and failed to capture the 'clean, modern' aesthetic required by the prompt.

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