OpenAI's previous generation image model with higher quality than DALL-E 2 and support for larger resolutions
Settled by community votes across 12 shared challenges, with an AI judge weighing in on each.
DALL-E 3
#35 of 44 in Text-to-Image
Not enough comparable category data
The chart appears once both models have ratings across at least three shared arena categories.
FLUX.2 [dev] Turbo
#4 of 44 in Text-to-Image
Where the votes landed
DALL-E 3
0.0%
win rate
Ties
0.0%
FLUX.2 [dev] Turbo
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 3
- + High visual appeal and artistic lighting
- + The sphere contains a unique, intricate miniature world
- − Failed to place the red book 'on top' of the cube
- − The 'glass cube' is more of a wooden frame with glass panes
- − Object proportions and arrangement do not match the prompt description
FLUX.2 [dev] Turbo
- + Perfect adherence to the spatial requirements of the prompt
- + Highly realistic textures on the wood and glass
- + Accurate lighting direction from a visible window
- − The sphere is slightly dark, losing some detail in its shadows
Verdict: While DALL-E 3 produced a more stylized and artistic image, it failed significantly on the spatial logic of the prompt by putting the book inside the cube and adding a heavy wooden frame. FLUX.1 [dev] Turbo followed every instruction perfectly, placing the sphere inside, the book on top, and the plant behind the cube, while maintaining a very high level of 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.”
AI Judge Analysis
DALL-E 3
- + Excellent atmospheric lighting and cinematic mood.
- + Strong composition with a clear puddle reflection.
- + Captures the request for imperfect framing and shallow depth of field well.
- − Anatomical issues with the man's feet and leg proportions.
- − The bicycle design is incoherent with impossible geometry.
- − The man's skin and hair look slightly hyper-processed rather than natural.
FLUX.2 [dev] Turbo
- + Outstanding realism and natural skin texture.
- + The bicycle is structurally accurate and logical.
- + Excellent adherence to the 'motion blur from passing cars' instruction.
- − The man appears to be kneeling directly in a deep puddle or his legs are clipped into the pavement.
- − The reflection in the water doesn't perfectly match the bicycle's stance.
Verdict: FLUX.2 [dev] Turbo produces a much more realistic and believable image with superior technical detail on both the man's face and the mechanical components of the bicycle. While DALL-E 3 captures a more artistic, cinematic atmosphere, it fails on basic anatomical and structural logic, making FLUX.2 the more effective response to a prompt requesting no stylization and natural textures.
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 3
- + Exceptional use of golden lighting and bokeh to create a cinematic atmosphere.
- + Highly detailed engraving on the armor with strong metallic textures.
- + Dramatic and impactful color grading.
- − The helmet design looks slightly over-designed and lacks historical grounding.
- − The character's skin looks overly smooth/airbrushed for being 'battle-worn'.
FLUX.2 [dev] Turbo
- + Excellence in prompt adherence regarding hair braids and many small beads.
- + Very realistic skin textures with convincing raw scars and grit.
- + Clearer depiction of leather straps and cloth underlayers as requested.
- − The lighting is flat compared to the warm torchlight requested.
- − The sparks appear more like digital noise than a natural environmental effect.
Verdict: DALL-E 3 produces a more stylized, epic portrait with superior lighting and metallic sheen, though it misses the specific bead details requested. FLUX.2 [dev] Turbo succeeds by including more literal elements of the prompt like the braided beads and leather straps, offering a more grounded and realistic character study.
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 3
- + Successfully generates a grid layout with multiple variations.
- + Vibrant color palette that feels modern and professional.
- + Followed the section labels like Pizza and Mains well across multiple layout options.
- − The text is largely illegible gibberish.
- − The grid layouts are cluttered and some photos feel like random crops rather than professional food photography.
FLUX.2 [dev] Turbo
- + Excellent typography with readable headers and price points.
- + High-quality, realistic food photography that fits a professional menu standard.
- + Near-perfect adherence to the bold sans-serif font and white background instruction.
- − Small spelling errors in sub-branding text (e.g., 'Aull FIE').
- − Pricing logic is inconsistent (e.g., $160-$300 for pizza).
Verdict: FLUX.2 [dev] Turbo significantly outperformed DALL-E 3 by providing a layout that looks like a real, usable menu with legible fonts and high-quality photography. While DALL-E 3 captured the 'grid' aesthetic, its inability to produce readable text and cohesive food images makes it less effective for this specific 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.”
AI Judge Analysis
DALL-E 3
- + Excellent chalk texture and artistic flourishes.
- + Captures the warm lighting of a cozy café
- − Serious spelling errors and garbled text (e.g., 'OCCTUS', 'GRILILLED').
- − Inaccurate interpretation of prices (random $234 figure).
- − Text style varies significantly between lines despite prompt instructions.
FLUX.2 [dev] Turbo
- + Near-perfect adherence to the text prompt with accurate spelling.
- + Realistic smudging and chalk dust texture on the board.
- + Consistent handwriting style across all items.
- − Composition is slightly tight at the top edge of the board.
- − Slightly less atmospheric lighting compared to Image A.
Verdict: FLUX.2 [dev] Turbo followed the prompt with significantly higher accuracy, rendering almost all requested text and prices perfectly. DALL-E 3 struggled with the specific text requirements, resulting in numerous spelling errors and a cluttered layout that ignored the requested prices and items.
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 3
- + Features a beautiful, ethereal color palette and nebula effect.
- + Captures the 'surreal' aspect of the prompt with glowing clouds and light.
- + Strong composition with a sense of vast movement.
- − Failed the negative constraint: showed an astronaut on a horse instead of a horse on an astronaut.
- − Lower detail in the horse's anatomy and texture compared to the competitor.
- − The character's pose is somewhat stiff.
FLUX.2 [dev] Turbo
- + Exceptional photographic clarity and realistic horse textures.
- + Highly detailed space suit and equipment Rendering.
- + Good cinematic lighting and background depth.
- − Failed the negative constraint: showed an astronaut on a horse instead of a horse on an astronaut.
- − The composition feels a bit more conventional for this trope, despite the high quality.
Verdict: Both DALL-E 3 and FLUX.2 [dev] Turbo failed to follow the specific negative constraint to place the horse on top of the astronaut, both defaulting to the standard 'astronaut riding a horse.' FLUX.2 [dev] Turbo is the winner due to much higher technical image quality, more realistic textures, and superior detail in both the astronaut's suit and the horse.
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 3
- + Excellent fur texture and lighting on the capybara
- + Clear, professional taxi driver uniform and cap
- + Vibrant and detailed New York background including a clever 'Capybara' sign
- − Completely missed the passenger in the back seat
- − The capybara's hands look more human-like than paws
FLUX.2 [dev] Turbo
- + Successfully included all prompt elements, including the bored businesswoman passenger
- + Captured the yellow driver cap specifically as requested
- + Strong sense of realism in the car's exterior and lighting
- − The passenger is sitting in the front passenger seat instead of the back seat
- − The capybara's paws look slightly distorted on the steering wheel
Verdict: FLUX.2 [dev] Turbo followed the prompt much more accurately by including both the capybara driver and the bored passenger, whereas DALL-E 3 failed to include the human character entirely. While DALL-E 3 had more detailed fur and a clever background Easter egg, FLUX.2 [dev] Turbo's adherence to the scene's narrative makes it the better choice.
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 3
- + Excellent 3D depth and cinematic lighting effects
- + Highly detailed ornamental framing and gothic atmosphere
- + Creatively integrates elements into a physical layered poster concept
- − Failed significantly on text rendering, producing garbled nonsense for the secondary details
- − The central jack-o-lantern is very small relative to the composition
FLUX.2 [dev] Turbo
- + Perfect adherence to all text requirements, including dates and locations
- + Strong, clean composition that functions well as a readable invitation
- + Includes all requested elements like thorns, webs, and twisted trees clearly
- − Lighting is somewhat flat and illustrative compared to the cinematic prompt
- − The jack-o-lantern texture is a bit basic
Verdict: While DALL-E 3 captures a more impressive and moody gothic atmosphere with beautiful lighting, it fails completely at the primary task of an invitation: legible text. FLUX.2 [dev] Turbo provides a highly functional and polished design that follows every detail of the prompt accurately, including the specific date and location.
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 3
- + Excellent 3D cartoon style with vibrant colors.
- + Creative 3D integration of text and flags onto the diorama base.
- + High visual appeal and clean, soft textures.
- − Failed to place the text at the top-center as requested.
- − Did not include the word 'SUSHI' in text.
- − Sushi anatomy is a bit abstract/stylized compared to realistic PBR materials.
FLUX.2 [dev] Turbo
- + Perfect adherence to text placement instructions (top-center).
- + Highly realistic PBR materials for the salmon and rice while maintaining a miniature feel.
- + Correctly included all text and the flag icon as specified.
- − The 'JAPAN' text is slightly off-center to the left.
- − The diorama base is a bit flat compared to the requested 'raised' miniature look.
Verdict: FLUX.2 [dev] Turbo followed the complex layout instructions much better than DALL-E 3, correctly placing the requested text and flag at the top-center. While DALL-E 3 produced a very charming 3D cartoon style, it ignored half of the text prompt and integrated the 'JAPAN' text into the base instead of the background.
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 3
- + Excellent depiction of god rays and sunrise lighting
- + Whimsical, storybook-like interpretation of 'flyffy' and 'joyful'
- − Strongly leans toward a cartoon/CGI aesthetic rather than hyper-photorealistic
- − Anatomical oddities on the butterflies (some appear to have mammalian faces)
FLUX.2 [dev] Turbo
- + Successfully achieves a hyper-photorealistic look with natural textures
- + Captures an active, tumbling interaction between all animals
- + Precise detail on dew drops and individual blades of grass
- − Lighting is slightly muted compared to the 'masterpiece' lighting requested in the prompt
Verdict: While DALL-E 3 captures a very charming and magical atmosphere, it fails the 'hyper-photorealistic' part of the prompt by looking like a Pixar movie. FLUX.2 [dev] Turbo delivers a much more realistic image that perfectly balances the detailed fur textures, the specific animals requested, and the actual physics of them tumbling together in a meadow.
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 3
- + Excellent vector emblem style with intricate decorative flourishes.
- + Effective use of stippling and shading for a vintage feel.
- + Clear, high-contrast typography.
- − Completely failed to use the specific business name requested, defaulting to 'COFFEE HOUSE'.
- − The composition is a bit crowded with many competing circular elements.
FLUX.2 [dev] Turbo
- + Followed all text instructions perfectly, including 'Caffè Florian'.
- + Authentic minimalist vintage aesthetic that hits the brief exactly.
- + Perfect placement of the 'Est. 1720' banner as requested.
- − Texture on the background is slightly mottled rather than a clean subtle vector texture.
- − Steam trails are a bit simple compared to the cloche detail.
Verdict: While DALL-E 3 produced a visually complex and attractive emblem, it failed the most basic prompt requirement by ignoring the specific restaurant name. FLUX.2 [dev] Turbo followed the prompt precisely, delivering the correct name, banner placement, and a cleaner minimalist aesthetic that better suits the 'vintage logo' request.
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 3
- + Excellent artistic style and consistent NASA-inspired color grading.
- + Strong vertical composition that feels like a professional poster series.
- − Fails significantly on step-by-step information accuracy and logic.
- − Includes Space Shuttle-style orbiters which are historically incorrect for Apollo.
- − Text is largely illegible gibberish.
FLUX.2 [dev] Turbo
- + Excellent adherence to the logical steps requested in the prompt.
- + Highly legible text and accurate NASA branding elements.
- + Correct representation of the Saturn V and Lunar Module hardware.
- − The layout is somewhat cluttered and lacks the 'clean' infographic flow requested.
- − The repetition of 'Translunar' and 'Landing site' labels feels redundant.
- − Directly includes the word 'icon' in the labels from the literal prompt text.
Verdict: While DALL-E 3 (Image A) produces a more aesthetically pleasing artistic poster, it fails as an infographic by displaying historically incorrect spacecraft and illegible text. FLUX.2 (Image B) far exceeds the other in prompt adherence and utility, providing a clear, logical sequence with accurate labels and hardware representations, despite a less sophisticated layout.
Explore each model
Distilled version of Black Forest Labs' FLUX.2 [dev] outperforming it at a cheaper price. Developed by fal.ai.