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DALL-E 3 OpenAI FLUX.2 [flex] Black Forest Labs

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

DALL-E 3

20.5 arena score

#38 of 62 in Text-to-Image

Skill signature · Text-to-Image

FLUX.2 [flex]

24.8 arena score

#14 of 62 in Text-to-Image

Vote tally

Where the votes landed

DALL-E 3

0.0%

win rate

Ties

0.0%

FLUX.2 [flex]

100.0%

win rate

0.0% 0.0% ties 100.0%
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 3
FLUX.2 [flex]
0% wins 0% ties 100% wins

AI Judge Analysis

DALL-E 3

  • + Excellent texture and lighting quality on the wood and glass
  • + High artistic detail within the sphere containing a miniature landscape
  • Failed multiple spatial instructions: the book is inside the cube rather than on top
  • The cube has a wooden frame not requested in the prompt
  • The sphere is on top of the book, which was not requested

FLUX.2 [flex]

  • + Perfect adherence to spatial instructions including the book on top and sphere inside
  • + Realistic window lighting from the left following the prompt
  • + Accurately depicts the plant behind the glass cube
  • The sphere is quite large, bordering on filling the cube rather than being 'small'
  • The glass cube edges are a bit simple compared to the table texture

Verdict: While DALL-E 3 produces a more visually intricate and artistic image, it fails significantly on the prompt's spatial logic by placing the book inside the cube. FLUX.2 [flex] successfully followed every instruction, including the specific placement of the objects and the lighting direction, making it the superior choice for prompt adherence.

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 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Excellent use of reflections and mood lighting.
  • + Creative composition with an interesting foreground frame.
  • + Captures the cinematic atmosphere and specific framing request.
  • Anatomical issues with the man's bare feet and skin texture appearing plastic.
  • The bicycle geometry is distorted and lacks mechanical realism.
  • The background car looks AI-generated and lacks sharp definition.

FLUX.2 [flex]

  • + Exceptional realism in skin texture and clothing details.
  • + Highly accurate bicycle components and mechanical logic.
  • + Great execution of the motion blur and rain droplets on surfaces.
  • Composition is quite standard and lacks the 'imperfect framing' requested.
  • The lighting is a bit flat compared to the 'cinematic' request.
  • Less emphasis on the wet pavement reflections mentioned in the prompt.

Verdict: FLUX.2 [flex] wins on technical execution and realism, providing incredible detail in the skin, hands, and bicycle parts that DALL-E 3 fails to match. While DALL-E 3 captured the 'cinematic' and 'imperfect framing' mood better, its anatomical errors and painterly textures make it feel less like a real photo compared to the authentic street-photography look of FLUX.2 [flex].

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 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Excellent shallow depth of field and bokeh effect
  • + Stunningly detailed engraving and texture on the armor
  • + Dramatic warm lighting that effectively highlights skin and metal textures
  • Failed to include the requested braided hair with beads
  • The scars look like symbols and are less realistic than Image B

FLUX.2 [flex]

  • + Perfectly followed the instruction for braided hair with beads
  • + Realistic dirt and facial injuries that look authentic and battle-worn
  • + Clearly visible details on leather straps, buckles, and cloth under-layers
  • Lighting is a bit flat compared to the dramatic flair of Image A
  • Background lighting is somewhat repetitive and less atmospheric

Verdict: While DALL-E 3 produces a more visually striking 'cinematic' portrait with superior lighting and armor engraving, it completely missed the specific prompt requirement for braided hair and beads. FLUX.2 captured every detail of the prompt, including the complex hair styling and the realistic distribution of dirt and scars, making it the more accurate and technically complete response.

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 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Features a grid of multiple food items as requested
  • + Includes vibrant geometric accents in the layout
  • + Offers a wider variety of menu page concepts
  • Text is largely nonsensical symbols rather than legible words
  • The grid layout feels slightly cluttered and busy for a minimalist aesthetic
  • Some food items are distorted or lack clarity

FLUX.2 [flex]

  • + Excellent text rendering with clear headers and legible price points
  • + Strong adherence to the 'minimalist' instruction with professional spacing
  • + High-quality, realistic food photography that fits the casual dining theme
  • The section headers do not perfectly match the specific content listed below them
  • Limited font variety beyond the main headers

Verdict: FLUX.2 [flex] produced a much more professional and usable menu design with legible text and a clean, minimalist layout that perfectly matches the prompt. DALL-E 3 struggled with text rendering and the layout felt more like a mood board than a functional restaurant menu.

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 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Excellent sense of motion and 'exploded' dynamics
  • + High-quality rendering of individual food textures
  • + Strong cinematic lighting and atmosphere
  • Multiple spelling errors in the text including 'MAGIC BURGR' and 'Limiited'
  • Failed to use a starburst for the price element
  • The price tag layout is cluttered with nonsensical glyphs

FLUX.2 [flex]

  • + Perfect text rendering for all requested phrases
  • + Accurate inclusion of the starburst price element
  • + Clean, professional-looking advertising layout
  • The burger is less 'exploded' and more just stacked with slight gaps
  • The fiery background is somewhat generic compared to the first image

Verdict: While DALL-E 3 captures the 'exploded' dynamic more creatively, it fails significantly on text accuracy and specific graphic requirements like the starburst. FLUX.2 [flex] successfully interprets every part of the prompt, including complex text and the specific pricing widget, with high visual fidelity.

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 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Successfully captures a decorative, artistic chalkboard aesthetic with flourishes.
  • + Accurately depicts realistic chalk texture and dust effects.
  • Numerous spelling errors including 'Trufle', 'Occtus', and 'Grililled'.
  • The prices are hallucinated or incorrect, such as '$234'.
  • The text layout becomes messy and unintelligible towards the bottom.

FLUX.2 [flex]

  • + Near-perfect adherence to the text prompt with correct spelling of the menu items.
  • + Consistent and legible handwriting style across the entire board.
  • + Successfully completes the cut-off prompt item 'Brown But...' as 'Brown Butter Chocolate Chip Cookies'.
  • The handwriting style is a bit too uniform, bordering on a digital font look despite the chalk smudge effects.
  • The background cafe environment is less detailed than in the other image.

Verdict: FLUX.2 [flex] is the clear winner due to its superior text rendering capabilities, following the prompt's specific menu items and prices with nearly 100% accuracy. DALL-E 3 creates a more visually complex and artistic image, but fails significantly on spelling and logic, resulting in garbled text and incorrect prices.

The Reversed Rodeo

Text-to-Image

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

DALL-E 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Excellent atmospheric lighting and cinematic glow
  • + Clean and high-quality artistic rendering of the nebulae and clouds
  • Completely failed the semantic instruction to have the horse on top
  • A very cliché interpretation that ignores the specific spatial relationship requested

FLUX.2 [flex]

  • + Perfect adherence to the difficult constraint of 'horse on top'
  • + High level of detail in the horse's musculature and the astronaut's suit textures
  • + Successfully captures the surreal nature of the prompt
  • The astronaut's hands are fused with the horse's hooves
  • The bridle on the horse is slightly distorted

Verdict: DALL-E 3 produced a standard, high-quality image of an astronaut riding a horse, but it completely ignored the negative constraint/spatial instruction. FLUX.2 [flex] successfully interpreted the surreal 'horse on top' request with great detail and creativity, making it the clear winner for prompt adherence.

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 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Excellent texture on the capybara's fur.
  • + Consistent lighting within the vehicle cabin.
  • + Sharp interior dashboard details.
  • Failed to include the human businesswoman in the back seat as requested.
  • The capybara's hands/paws look slightly more like human hands in gloves than animal paws.

FLUX.2 [flex]

  • + Successfully included both the capybara driver and the bored businesswoman passenger.
  • + Perfectly captured the requested yellow taxi driver cap color.
  • + Great wide-angle composition that shows the realistic taxi exterior and interior simultaneously.
  • The passenger is looking at her phone, but her face looks slightly blurry compared to the driver.
  • The hands on the steering wheel have slightly awkward anatomical blending.

Verdict: FLUX.2 [flex] is the clear winner as it followed all parts of the complex prompt, including the specific character interaction in the backseat. DALL-E 3 produced a high-quality close-up of the capybara but ultimately failed to render the requested businesswoman character.

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 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Exquisite and intricate gothic border with deep three-dimensional details
  • + Atmospheric 3D lighting that feels very cinematic
  • + Strong creative interpretation of a 'dark parchment' texture
  • Text rendering is mostly gibberish or contains severe spelling errors
  • Important party details are unreadable or hallucinated

FLUX.2 [flex]

  • + Perfect text rendering for all requested details, including date and location
  • + Clean and readable layout that functions as an actual invitation
  • + Includes requested elements like the scroll banner and moon
  • Composition is a bit flat and less 'cinematic' than the other model
  • The jack-o-lantern looks a bit like a generic clip-art style compared to the textures in the first image

Verdict: While DALL-E 3 produces a more visually stunning and atmospheric art piece, it fails significantly on the text-heavy requirements of the prompt. FLUX.2 [flex] is the clear winner for this task as it accurately renders all the specific event details, title, and banner text with perfect spelling and legibility while maintaining the requested gothic theme.

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 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Excellent 3D miniature 'toy' aesthetic
  • + Consistent, high-quality material rendering for shadows and lighting
  • + Creative integration of the flag into the actual scene
  • Failed to include 'SUSHI' text
  • Placed 'JAPAN' text on the side of the base rather than top-center as requested
  • Rendered the rice as large beads rather than realistic grain texture

FLUX.2 [flex]

  • + Perfect text rendering of 'JAPAN' and 'SUSHI' in the requested position
  • + High adherence to the layout instructions and flag placement
  • + Realistic sub-surface scattering on the fish textures while maintaining a clean cartoon look
  • Plate geometry is slightly clipped/merged with the base on the right side
  • Slightly less 'miniature diorama' feeling compared to the depth of the first image

Verdict: While DALL-E 3 creates a more charming and visually complex 3D miniature, it fails significantly on text placement and content. FLUX.2 followed every instruction in the prompt, including the specific text hierarchy, top-center positioning, and subtle flag placement, resulting in a much more accurate image that closer matches the user's intent.

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 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Successfully includes all four requested animals: puppy, kitten, bunny, and fox.
  • + Excellent lighting effects with clear 'god rays' and a warm golden glow.
  • + Very high level of detail on the fur textures and butterfly wings.
  • Has a more stylized, digital-art feel rather than the 'hyper-photorealistic' target.
  • Bizarre 'butterfly-mammal' hybrids with furry bodies and heads appearing in the sky.

FLUX.2 [flex]

  • + Closer to a hyper-photorealistic style with natural proportions and lighting.
  • + Better character action, showing the animals actually 'chasing' and 'tumbling' through the grass.
  • + Excellent detail in the background landscape and morning dew sparkles.
  • The fox kit has a slightly distorted front leg/paw anatomy during the pounce.

Verdict: While DALL-E 3 captures the magical and wholesome vibe perfectly, it fails the realism check by generating strange animal-headed butterflies. FLUX.2 [flex] provides a much more convincing hyper-photorealistic scene that better captures the physical action of chasing butterflies in a realistic meadow environment.

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 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Excellent vintage texture and detailed illustrative style.
  • + Strong use of the requested warm brown and cream color palette.
  • + Includes all requested elements like the cloche, steam, and 'Est. 1720' text correctly.
  • Failed to include the primary text 'Caffè Florian', replacing it with 'COFFEE HOUSE'.
  • Design is quite busy and borders on a vintage badge rather than a minimalist logo.

FLUX.2 [flex]

  • + Followed the text prompt perfectly, including the specific name 'Caffè Florian' with correct accents.
  • + True minimalist vector style as requested.
  • + Clean composition with a clear, readable banner for 'Est. 1720'.
  • Texture is very subtle to the point of being nearly absent.
  • Steam effect is a bit faint compared to the other line work.

Verdict: While DALL-E 3 produced a beautiful vintage illustration with great texture, it failed the most critical part of the prompt by ignoring the business name. FLUX.2 [flex] successfully incorporated all textual elements, including the specific name and establishment date, while adhering much more closely to the 'minimalist' and 'vector' style requested.

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 3
FLUX.2 [flex]

AI Judge Analysis

DALL-E 3

  • + Strong adherence to the requested NASA-inspired color palette
  • + Complex and visually engaging layout
  • Fails to follow the specific 6-step sequence
  • Text is largely illegible placeholder scribbles

FLUX.2 [flex]

  • + Excellent typography with legible, accurate labels
  • + Faithful execution of the 6 requested technical steps
  • + Perfectly clean, modern flat-vector graphics
  • Simplified composition compared to the first model
  • Icons for descent and landing are combined

Verdict: FLUX.2 [flex] is the superior choice here as it follows the specific sequential instructional requirements and renders legible, accurate text. DALL-E 3 creates a visually striking aesthetic but ignores the logical steps and fails to produce readable information.

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