OpenAI's legacy image generation model supporting generations, edits with masks (inpainting), and variations
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
DALL-E 2
#59 of 62 in Text-to-Image
FLUX.2 [pro]
#8 of 62 in Text-to-Image
Where the votes landed
DALL-E 2
0.0%
win rate
Ties
0.0%
FLUX.2 [pro]
100.0%
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
DALL-E 2
- + Features a wooden table with realistic reflections.
- − Failed almost every spatial prompt instruction.
- − Confused the blue sphere with a blue plant pot.
- − The red 'book' is rendered as a red block inside the cube rather than on top.
- − Poor resolution and overall image quality.
FLUX.2 [pro]
- + Perfect adherence to all spatial instructions in the prompt.
- + High-quality rendering of glass transperency and light refraction.
- + Realistic textures on the book cover and wooden table surface.
- + Accurate lighting direction from the left as requested.
- − The plant in the background is slightly out of focus, though this fits the depth of field.
Verdict: DALL-E 2 completely failed the prompt, misinterpreting the blue sphere as a large pot and placing the red object inside the cube instead of on top. FLUX.2 [pro] followed every instruction perfectly, resulting in a cohesive, high-quality image with accurate physics and lighting.
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
DALL-E 2
- + Successfully captures reflections on wet pavement
- + Contains high levels of abstraction consistent with 'imperfect framing' and 'shallow depth of field'
- − The subject is completely unrecognizable as an elderly Japanese man
- − Image is excessively blurry to the point of lacking any visual coherence
- − Lacks details like rain, skin texture, or a clear bicycle
FLUX.2 [pro]
- + Perfectly adheres to all prompt instructions including subject, weather, and lens characteristics
- + Excellent skin texture and realistic, non-stylized photographic quality
- + Great composition with realistic light bokeh and motion blur in the background
- − The 'imperfect framing' request is ignored as the subject is perfectly centered
- − The car in the background lacks significant motion blur despite the prompt's request
Verdict: FLUX.2 [pro] produced a high-quality, photorealistic image that followed nearly every detail of the prompt, including the specific person, setting, and lens style. In contrast, DALL-E 2 produced an abstract, heavily blurred image that failed to render the subject or any meaningful details, making it a poor response to the request.
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
DALL-E 2
- + Features a battle-worn texture on metal
- + Creates a sense of depth with blurred foreground elements
- − Failed to include major prompt elements like braided hair with beads
- − Low resolution with messy, incoherent visual artifacts
- − Does not show 'lifelike eyes' or a clear facial portrait
FLUX.2 [pro]
- + Excellent adherence to all prompt details including braided hair, beads, and leather textures
- + High-quality rendering with realistic skin, scars, and cinematic lighting
- + Intricate engraving on the plate armor and clear bokeh effect
- − The scars appear slightly superficial/fresh rather than long-term battle-worn
Verdict: FLUX.2 [pro] followed the prompt with near-perfect accuracy, delivering a high-fidelity portrait containing all requested elements like braided hair and engraved armor. In contrast, DALL-E 2 produced an abstract, low-quality image that failed to render a clear face or any of the specific decorative details requested.
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
DALL-E 2
- + Strong bold typography visually matches the 'modern minimalist' aesthetic better in terms of pure design.
- + High-contrast visual style with vibrant photography sections.
- − Nonsense text that does not follow the requested categories.
- − Poor coherence in food images, which appear fragmented and abstract.
- − Fails the grid layout requirement for a functional menu.
FLUX.2 [pro]
- + Excellent adherence to prompt instructions including sections for appetizers, pizza, and mains.
- + Clean professional grid layout that functions as an actual menu design.
- + High image quality for the food photographs.
- − Some text spelling errors like 'MINS' instead of 'MAINS'.
- − Repeats 'Garlic Bread' and 'Margherita Pizza' throughout multiple sections.
Verdict: FLUX.2 [pro] is the clear winner as it produced a functional, professional menu layout that adhered to every part of the prompt, including category names. DALL-E 2 failed to create a usable menu, opting for a more abstract and fragmented artistic style with unreadable 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.”
AI Judge Analysis
DALL-E 2
- + Captures a strong sense of fiery motion and glowing light effects.
- + Adheres to the color palette requested.
- − Text is nonsensical and does not follow the prompt.
- − Food components lack photorealistic detail and are poorly defined.
- − Composition is messy with significant visual artifacts.
FLUX.2 [pro]
- + Excellent photorealistic texture on the bun, patties, and vegetables.
- + Perfect execution of all requested text and the starburst element.
- + Clean, professional composition that looks like a real advertisement.
- − The 'fiery' text is a bit flat compared to the burger illustration.
Verdict: FLUX.2 [pro] significantly outperforms DALL-E 2 by correctly rendering all requested text and providing a high-quality, photorealistic 'exploded' burger. DALL-E 2 fails the text challenge completely and produces a low-resolution image where the food ingredients are barely recognizable.
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
DALL-E 2
- + The handwriting style has natural variation in line thickness and white chalk texture.
- − The text is completely illegible gibberish.
- − The image is low resolution with significant compression artifacts.
- − It fails to follow any of the specific menu item instructions in the prompt.
FLUX.2 [pro]
- + The text is perfectly legible and follows the prompt's instructions for specific items and dates exactly.
- + The chalk texture is highly realistic with dust particles and smudges.
- + The café context in the background adds depth and atmospheric quality.
- − The handwriting is a bit too uniform, bordering on a digital font look for some characters.
Verdict: FLUX.2 [pro] followed the prompt with near-perfect accuracy, rendering all requested text and menu items correctly in a high-quality composition. DALL-E 2 failed to produce legible text or follow the specific details of the prompt, resulting in a low-quality image of unintelligible scribbles.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
DALL-E 2
- + Successfully renders a cinematic space environment.
- + The gritty texture adds to a surreal, painterly aesthetic.
- − Fails the prompt instruction for a 'horse on top' configuration.
- − Visual quality is lower with noticeable noise and lacking fine detail.
FLUX.2 [pro]
- + Perfectly adheres to the difficult prompt instruction of the horse being on top of the astronaut.
- + Exceptional visual clarity and high-resolution detailing in the spacesuit and galaxies.
- + Highly creative interpretation that captures the surrealism requested.
- − The transition between the horse's legs and the astronaut's back is slightly ambiguous.
- − The second horse body in the middle is a bit confusing to the composition.
Verdict: FLUX.2 [pro] is the clear winner as it successfully followed the specific prompt instruction to place the horse on top of the astronaut, whereas DALL-E 2 defaulted to the common trope of an astronaut riding a horse. FLUX.2 [pro] also offered significantly higher image quality, better lighting, and a more creative composition.
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
DALL-E 2
- − Failed completely to follow the prompt.
- − Image shows a black leather handbag instead of the requested scene.
- − Resolution and detail are low compared to modern standards.
FLUX.2 [pro]
- + Excellent adherence to all complex prompt requirements including subject, clothing, and background.
- + High visual quality with realistic textures on the capybara's fur and the car's interior.
- + Accurately captures the 'bored' expression and lighting of Manhattan at night.
- − The capybara's front 'paws' look slightly like human hands in gloves, which is a minor anatomical inconsistency.
Verdict: DALL-E 2 failed the task entirely, producing a low-quality image of a handbag that bears no relation to the prompt. FLUX.2 [pro] followed the prompt flawlessly, creating a highly detailed, photorealistic, and charmingly surreal image of a capybara driving a taxi with a bored passenger.
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
DALL-E 2
- + Captures a strong weathered vintage parchment texture
- + Interesting artistic border frame
- − Text is largely nonsensical and poorly rendered
- − Fails to include several requested elements like the jack-o-lantern and specific location details
- − Overall image quality is blurry and lacks modern resolution
FLUX.2 [pro]
- + Perfect adherence to all text requirements including date, time, and location
- + Highly detailed and polished cinematic lighting on the jack-o-lantern
- + Excellent composition including all requested elements like bats, trees, and the scroll banner
- − The parchment effect is restricted to the corners rather than the whole background
Verdict: FLUX.2 [pro] followed the prompt instructions perfectly, rendering all text accurately and including every requested visual element with high clarity. In contrast, DALL-E 2 produced garbled text and missed the primary subject (the jack-o-lantern), resulting in a much less usable invitation.
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
DALL-E 2
- + Clean aesthetic with sharp shadows.
- + Accurate high-angle perspective.
- − Failed significantly on text rendering, omitting 'JAPAN' and misspelling 'SUSHI'.
- − Low detail on food items which appear as abstract shapes.
- − Missed the flag icon and the requested diorama base.
FLUX.2 [pro]
- + Perfect text rendering of 'JAPAN' and 'SUSHI' with the requested flag icon.
- + Excellent interpretation of the 'miniature 3D cartoon scene' with soft textures.
- + Strictly followed all composition guidelines including the raised diorama base.
- − The rice texture is slightly repetitive or 'bubbly' rather than realistic grains, though it fits the cartoon style.
Verdict: FLUX.2 [pro] followed every instruction perfectly, including specific text placement, the flag icon, and the miniature diorama structure. DALL-E 2 failed to render the text correctly, omitted several prompt elements, and provided a much simpler composition that lacked the intended 3D cartoon detail.
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
DALL-E 2
- + Captures a sense of dynamic motion and action.
- − Extreme anatomical distortions in all animals and the butterfly.
- − Low resolution with significant digital artifacts.
- − Fails to clearly depict all requested animal types.
FLUX.2 [pro]
- + Excellent adherence to the prompt, including all four specific animals.
- + Hyper-photorealistic detail in fur, eyes, and environment.
- + Beautiful lighting with bokeh and clear dew sparkles.
- − The kitten has five legs/paws visible, a common AI structural error.
- − The animals are more stationary/posed than 'tumbling' as requested.
Verdict: FLUX.2 [pro] vastly outperforms DALL-E 2 in every category, providing a high-fidelity image that strictly follows the prompt's list of animals and lighting conditions. While FLUX.2 has a minor anatomical glich with the kitten's legs, DALL-E 2 produces a low-quality, distorted result where the animals are barely recognizable as their intended species.
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
DALL-E 2
- + Simple minimalist iconography
- + Matches the requested color palette
- − Text is completely illegible and garbled
- − Fails to include the banner or 'Est. 1720' text
- − Execution feels low-resolution and lacks polish
FLUX.2 [pro]
- + Perfect text rendering of 'Caffè Florian' and 'Est. 1720'
- + Elegant vector style with professional shading and textures
- + Excellent adherence to all prompt elements including the banner and steam
- − The 'Est. 1720' banner text is slightly small compared to the main title
Verdict: DALL-E 2 fails significantly on the technical aspects of the prompt, producing nonsensical text and missing several key descriptive elements like the banner. FLUX.2 [pro] delivers a high-quality, professional logo that perfectly captures the vintage aesthetic, typography, and specific details 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.”
AI Judge Analysis
DALL-E 2
- + Captures a technical schematic aesthetic reminiscent of early mission control displays.
- − Fails significantly on text rendering with nonsense words like 'ALLPOO'.
- − Chaotic layout that does not follow the requested linear infographic steps.
- − Poor prompt adherence regarding specific icons and style.
FLUX.2 [pro]
- + Perfect adherence to the requested infographic structure and steps.
- + High-quality vector style with clean lines and consistent iconography.
- + Successful rendering of mission titles and crew names.
- − Minor gibberish in the smaller supporting text blocks.
- − Omitted the 'Translunar' Moon icon, though the step is correctly labeled.
Verdict: DALL-E 2 produced a messy, illegible image that ignored the specific sequence of events and featured distorted text. FLUX.2 [pro] followed the prompt instructions near-perfectly, creating a professional, modern infographic with clear steps, appropriate icons, and the correct color palette.
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Black Forest Labs' state-of-the-art image generation model with maximum quality and speed, supporting text-to-image and multi-reference image editing with up to 4MP output