Black Forest Labs' enhanced 12-billion parameter flow transformer with 6x faster generation than FLUX.1 [pro], delivering superior composition, detail, and artistic fidelity
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
FLUX1.1 [pro]
#50 of 62 in Text-to-Image
Seedream 4.0
#15 of 62 in Text-to-Image
Where the votes landed
FLUX1.1 [pro]
0%
win rate
Ties
0%
Seedream 4.0
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
FLUX1.1 [pro]
- + High visual clarity and sharp, high-resolution textures.
- + Excellent refraction and reflection on the glass cube surfaces.
- + Dynamic lighting that creates a realistic sense of depth.
- − The glass shape is a rectangular prism rather than a cube.
- − The blue sphere is quite large relative to the container, not 'small' as requested.
- − The blue sphere appears to be floating unnaturally in the center.
Seedream 4.0
- + Correctly interprets the proportions for a 'small' blue sphere.
- + Strictly follows the 'cube' geometry more accurately than Image A.
- + Captures the soft window light and shadows on the wooden table very realistically.
- − Lower overall resolution and slightly blurry textures on the plant and book.
- − The glass has some slight artifacts/distortions on the top edge where it meets the book.
- − Color saturation is a bit more muted compared to the vibrancy of Model A.
Verdict: While FLUX1.1 [pro] provides superior image quality and stunning reflections, it fails to deliver a true 'cube' and ignores the 'small' descriptor for the sphere. Seedream 4.0 follows the spatial instructions much more accurately, providing a better composition that matches the prompt's scale and layout, despite having lower technical resolution.
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
FLUX1.1 [pro]
- + Excellent mood and cinematic lighting with realistic puddle reflections
- + High-quality skin texture and natural clothing folds
- + Captures a gritty urban atmosphere consistently
- − The bicycle structure is completely broken and physically impossible
- − The man is not actually repairing the bike, simply holding a detached front end
- − Low adherence to the motion blur requirement for passing cars
Seedream 4.0
- + Successfully captures the requested motion blur of a passing car
- + Strong storytelling showing the man actively working with tools
- + The bicycle has a logically plausible frame and structure
- − Face and skin textures are slightly smoothed or muddy compared to Model A
- − Occasional artifacts in the spokes and some tools blending into the ground
- − The 'imperfect framing' translates to a slightly cluttered composition
Verdict: While FLUX1.1 [pro] produces a more visually striking and textures-rich image, it fails significantly on the technical details of the bicycle, which is mangled beyond recognition. Seedream 4.0 captures the specific prompt requirements much better, including the motion blur and the act of 'repairing' with visible tools, all while maintaining a more coherent subject structure.
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
FLUX1.1 [pro]
- + Extremely high skin texture detail and lifelike eyes.
- + Excellent use of shallow depth of field for a cinematic feel.
- + Portrait lighting is subtle and very realistic.
- − Failed to include visible beads in the hair braids.
- − Armor engraving is partially obscured by the tight framing.
Seedream 4.0
- + Strong adherence to the 'beads' and 'braids' prompt elements.
- + Rich engraving details and clear leather strap textures.
- + Dramatic torchlight lighting and bokeh sparks.
- − Skin texture appears slightly smoother and less realistic than its competitor.
- − The lighting is a bit harsh, blowing out highlights in the background.
Verdict: FLUX1.1 [pro] excels at photorealistic skin and eye details, creating a more professional cinematic look, though it missed the specific detail of beads in the hair. Seedream 4.0 followed the prompt instructions more closely regarding the character's attire and accessories, even if the overall image quality is slightly more 'CG' in style. Seedream 4.0 is preferred here for its superior prompt adherence and visibility of the requested plate armor features.
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
FLUX1.1 [pro]
- + Excellent presentation as a complete physical menu mockup with cutlery.
- + Follows the grid layout for food photos perfectly while maintaining white space.
- + Accurately represents the request for bold sans-serif fonts and specific menu sections.
- − The text content is largely gibberish upon close inspection.
- − The food photos in the grid are quite small and lack high-definition detail.
Seedream 4.0
- + High-resolution food photography with vibrant colors.
- + Clear, legible bold sans-serif category headers.
- − Fails to create an actual 'menu design,' providing only a collage of photos and labels.
- − Lacks the required clean professional layout and pricing/descriptions of a restaurant menu.
Verdict: FLUX1.1 [pro] followed the prompt much better by creating a holistic menu mockup with a specific grid and distinct sections for appetizers, pizza, and mains. Seedream 4.0 produced high-quality images but failed to deliver a functional graphic design layout, resulting in a basic photo collage instead of a 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.”
AI Judge Analysis
FLUX1.1 [pro]
- + Excellent typography rendering with clean, professional neon effects
- + Highly detailed food textures on the burger bun and meat
- + Strong overall composition that feels like a modern digital ad
- − Failed the 'exploded burger' requirement, showing a mostly assembled burger instead
- − Missing the starburst element for the price
- − Price is at the bottom center rather than integrated with a fiery effect
Seedream 4.0
- + Perfectly followed the 'exploded burger' layout with suspended components
- + Successfully incorporated the fiery glowing text and the price starburst
- + Dynamic use of motion blur and swirling effects enhances the sense of motion
- − Incorrect price value generated ('€5.99' instead of '€6.99')
- − Lower resolution of burger textures compared to Model A
- − Text is slightly cramped against the edge of the frame
Verdict: While FLUX1.1 [pro] produced a much higher quality image with superior food photography aesthetics, it failed to follow the structural requirements of an 'exploded' burger. Seedream 4.0 followed nearly every prompt instruction, including the layout and specific text effects, making it the more accurate interpretation despite a minor typo in the price.
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
FLUX1.1 [pro]
- + Excellent typography legibility with consistent spacing
- + Beautiful background bokeh and warm café atmosphere
- − Failed to render the second menu item correctly, splitting it into two separate lines with incorrect prices ($228 and $98)
- − The text texture looks more like a digital font than actual chalk on a board
Seedream 4.0
- + Highly realistic chalk texture with dusty smudges and varying pressure
- + Perfect adherence to the menu items and prices requested in the prompt
- + Captures the authentic feel of a hand-drawn chalkboard with natural layout variations
- − One minor typo in 'Specials' where the 'S' and 'P' almost merge
- − A bit more 'cluttered' visual appearance compared to the clean layout of the other model
Verdict: Seedream 4.0 followed the prompt instructions much more accurately, correctly rendering all menu items and prices while maintaining an incredibly realistic chalk texture. FLUX1.1 [pro] produced a cleaner image with better background lighting, but it failed significantly on prompt adherence by hallucinating incorrect prices and splitting the requested menu items into a nonsensical list.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
FLUX1.1 [pro]
- + Excellent cinematic lighting and atmospheric effects
- + High level of detail in the horse's anatomy and the space suit
- + Dynamic composition with a sense of motion
- − Failed to follow the specific spatial instruction (horse on top of astronaut)
Seedream 4.0
- + Sharp focus on the subject
- + Clear depiction of a nebula in the background
- − Failed to follow the specific spatial instruction (horse on top of astronaut)
- − Visible anatomy/harness artifacts where the astronaut meets the horse
Verdict: Both FLUX1.1 [pro] and Seedream 4.0 failed the specific spatial logic test of putting a horse on top of an astronaut, instead providing the standard 'astronaut on horse' trope. FLUX1.1 [pro] is the winner because it provides a significantly more cinematic and detailed image with superior lighting and texture compared to Seedream 4.0.
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 unavailable for this challenge.
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
FLUX1.1 [pro]
- + Includes all specific event details including the correct date and location.
- + High-quality central illustration of the jack-o-lantern.
- + Clean aesthetic with sharp border details.
- − Has repetitive text at the bottom, listing the date and time twice.
- − Spelling errors in the scroll banner ('invited' and 'night' are misspelled).
- − The composition feels more like a vertical flyer despite the square frame request.
Seedream 4.0
- + Excellent typography that perfectly captures the 'elegant gothic' style requested.
- + Precise adherence to the banner text and event details without repetition.
- + Stronger interpretation of the parchment, thorns, and webs mentioned in the prompt.
- − The 'a' in 'night' in the banner is slightly deformed.
- − The overall image is a bit darker, making some details harder to see in small formats.
Verdict: Seedream 4.0 is the clear winner for its superior text rendering and adherence to the layout instructions, capturing the 'parchment' and 'gothic' aesthetic much more effectively. While FLUX1.1 [pro] has a nice central illustration, its text handling is poor, featuring multiple misspellings and redundant lines of information.
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
FLUX1.1 [pro]
- + Excellent soft styling consistent with a 'cartoon miniature' aesthetic.
- + Text is perfectly centered and legible.
- + The rendering of the base is highly polished and clean.
- − Failed to include the requested small flag icon.
- − The 'SUSHI' text is somewhat small and less bold than requested.
Seedream 4.0
- + Successfully included all requested text elements and the flag icon.
- + Realistic PBR materials on the fish and roe are very effective.
- + Closer adherence to the 'small raised diorama base' with the inclusion of the bamboo mat.
- − The 'JAPAN' text is slightly off-center to the left.
- − The overall image clarity is slightly lower than Model A.
Verdict: Both models followed the prompt well, but Model B is the overall winner for including all requested elements, specifically the flag icon which FLUX1.1 [pro] missed. While FLUX1.1 [pro] produced a slightly cleaner aesthetic with better text centering, Seedream 4.0 better captured the 'realistic PBR' quality and 'raised diorama' requirement.
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
FLUX1.1 [pro]
- + Excellent fur texture and backlighting effect.
- + Captured the 'large expressive eyes' requirement very well.
- + Clean, aesthetic composition with a soft, ethereal feel.
- − Failed to include all requested animals, missing the red fox kit.
- − The animals are static and sitting rather than 'playfully chasing' or 'tumbling'.
- − The butterflies are glowing blobs rather than detailed insects.
Seedream 4.0
- + Successfully included all four requested animals: puppy, kitten, bunny, and fox kit.
- + Captures the action and movement of 'tumbling' and 'chasing' perfectly.
- + Excellent lighting effects including visible god rays and dew sparkles as requested.
- − The fox's anatomy is slightly awkward where it meets the grass.
- − The kitten's pose is a bit physics-defying.
- − Minor overlapping artifacts between the animals' fur and the background flowers.
Verdict: Seedream 4.0 is the clear winner because it adhered to all aspects of the complex prompt, including all four specific animals and the requested action of tumbling/chasing. While FLUX1.1 [pro] produced a very clean and soft image, it failed to include the fox and lacked the dynamic movement requested in the prompt.
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
FLUX1.1 [pro]
- + Excellent vector emblem style with intricate linework
- + Sophisticated vintage aesthetic with ornate border details
- + Perfect representation of the 'cloche dome with steam' element
- − Significant spelling errors in the brand name ('Fratilian' instead of 'Florian')
- − Cluttered composition due to extra decorative flourishes
Seedream 4.0
- + Perfect text rendering with 100% accurate spelling
- + Clean and effective minimalist composition
- + Faithful adherence to the requested warm brown and cream color palette
- − The Cloche looks a bit flat and less like a professional logo emblem
- − Texture is a bit coarse rather than 'subtle'
Verdict: Seedream 4.0 is the winner despite being slightly less artistic, as it correctly spelled the primary text 'Caffè Florian'. FLUX1.1 [pro] produced a beautiful, high-quality vector illustration, but the hallucinated 'FRATILIAN' spelling makes it unusable for the specific prompt.
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
FLUX1.1 [pro]
- + Excellent vector aesthetic with a professional graphic design feel.
- + Adheres strictly to the requested NASA-inspired color palette.
- + Includes a central technical illustration that ties the composition together.
- − Text is mostly illegible gibberish apart from the main title.
- − The numbering of the steps is illogical and skips digits.
- − Failed to provide specific icons for each phase as requested in the list.
Seedream 4.0
- + Highly legible text that correctly identifies the mission steps and crew.
- + Clearly follows the 6-step structure requested in the prompt.
- + Satisfactory flat-vector style that separates space and the lunar surface.
- − The 'Landing 6' text is disproportionately large and awkwardly placed.
- − Includes spelling errors like 'Surfcce' and 'Tranqulity'.
- − Icons are somewhat inconsistent in style compared to the sleekness of Model A.
Verdict: FLUX1.1 [pro] creates a much more visually sophisticated and professional-looking poster that perfectly captures the clean vector style requested, though it fails significantly on text legibility and logical numbering. Seedream 4.0 is much better at following the specific instructions for text and mission steps, but the overall design is clunky and less aesthetically pleasing. Seedream 4.0 is preferred for its communicative utility, while FLUX1.1 [pro] is a better artistic template.
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ByteDance's image generation model with integrated text-to-image and image editing capabilities in a unified architecture, supporting up to 4K resolution