Black Forest Labs' precision image generation model with maximum control, reliable text rendering, and complete creative control supporting up to 4MP output
Settled by community votes across 8 shared challenges, with an AI judge weighing in on each.
FLUX.2 [flex]
#13 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.
Seedream 4.0
#16 of 44 in Text-to-Image
Where the votes landed
FLUX.2 [flex]
64.3%
win rate
Ties
0.0%
Seedream 4.0
35.7%
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
FLUX.2 [flex]
- + Excellent photographic clarity and high-resolution textures.
- + Perfect composition following all spatial instructions.
- + Very clean glass rendering with consistent refractions.
- − The blue sphere is relatively large compared to the 'small' descriptor in the prompt.
Seedream 4.0
- + Realistic lighting and shadows on the wooden table.
- + The scale of the blue sphere better matches the 'small' description.
- + Good glass transparency showing the plant behind and through it.
- − The glass cube has a mirrored base which was not requested.
- − The red book appears to have a slightly distorted or merged bottom edge where it meets the glass.
Verdict: FLUX.2 [flex] produced a much cleaner, more professional-looking image with superior sharpness and accurate object placement. While Seedream 4.0 handled the 'small' scale of the sphere better and captured beautiful lighting, it introduced an unprompted mirrored floor inside the cube and had minor clipping issues with the book.
Man and Car in California
Editing“Make a photo of the man driving the car down the California coastline”
AI Judge Analysis
FLUX.2 [flex]
- + Excellent preservation of the car's geometry and reflections.
- + Perfectly placed the man from the second source image into the driver's seat.
- + The motion blur on the wheels and road adds a high level of realism.
- − The man's scale seems slightly small relative to the car's interior.
Seedream 4.0
- + Successfully integrated both the man and the car into the new environment.
- + Good job preserving the man's distinct clothing (scarf and plaid coat).
- − Noticeable distortion on the car's front grille and headlights.
- − Visual artifacts and smudging where the man's arm meets the car door.
Verdict: FLUX.2 [flex] produced a much higher quality edit by perfectly preserving the details of the original Rolls Royce while convincingly placing the subject from the second image inside. Seedream 4.0 struggled with structural integrity, resulting in a warped car grille and messy blending around the driver.
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
FLUX.2 [flex]
- + Excellent shallow depth of field with realistic bokeh and light leakage.
- + High level of detail in skin texture and clothing materials.
- + Superior anatomy and mechanical detail on the bicycle parts.
- − The frame of the bicycle has a slightly nonsensical geometry near the man's hands.
- − Lack of clear tools or debris on the ground compared to Model B.
Seedream 4.0
- + Stronger adherence to the 'motion blur from passing cars' prompt with a clearly blurred vehicle.
- + Better candid feeling with tools scattered on the pavement.
- + Clearer reflections of the bicycle in the standing water puddles.
- − Major anatomical errors in the hands, which appear melted and distorted.
- − Lower overall sharpness and resolution, with a slightly muddy texture.
- − The spokes and wheels of the bicycle are messy and poorly defined.
Verdict: FLUX.2 [flex] produces a much higher quality image with realistic skin textures and a professional cinematic aesthetic, though it struggles slightly with the bicycle's frame logic. Seedream 4.0 captures the specific prompt details of motion blur and wet pavement reflections better, but fails significantly on human anatomy and fine detail, resulting in a lower-quality image.
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
FLUX.2 [flex]
- + Excellent adherence to the grid layout and modern minimalist aesthetic.
- + Comprehensive professional layout including prices, descriptions, and categorized sections.
- + Higher technical quality with clean typography and consistent lighting across food photos.
- − Text is mostly gibberish, though it maintains the correct font style and structure.
- − Some repetition in the food photos (multiple similar pizzas and steaks).
Seedream 4.0
- + Bold, legible headers for the requested sections.
- + Vibrant food photography with good color saturation.
- − Failed to create an actual menu layout, providing only large headers and photos.
- − Poor composition with awkward white space and disconnected elements.
- − Missing menu details like prices, descriptions, and a professional structure.
Verdict: FLUX.2 [flex] successfully captured the 'modern minimalist restaurant menu' prompt, delivering a professionally structured document with a clear grid, price lists, and color-coded sections. Seedream 4.0 failed to create a functional menu design, instead producing a disorganized collage of large titles and images with no actual menu content. FLUX.2 [flex] is the clear winner for its superior composition and layout accuracy.
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
FLUX.2 [flex]
- + Perfect adherence to the 3D clay-like miniature cartoon aesthetic.
- + Extremely clean and bold text rendering with a well-defined flag icon.
- + Strong composition with a clear, raised diorama base.
- − The sushi models are slightly more simplified than Model B.
Seedream 4.0
- + Excellent texture work on the salmon and roe (ikura) sushi.
- + Very detailed diorama base with a wooden texture.
- + Good isometric perspective and lighting.
- − Text layout is cluttered, with the flag icon poorly aligned with the word 'SUSHI'.
- − The prompt requested the flag be below the text, but Model B placed it to the right.
Verdict: FLUX.2 [flex] produced a much cleaner and more professional graphic design, following the text placement and icon instructions perfectly. Seedream 4.0 had more complex materials on the food itself, but failed to center the elements correctly and had messy typography layout.
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
FLUX.2 [flex]
- + Excellent adherence to the prompt, including all four requested animals clearly visible.
- + Very clean anatomical details and fur textures on all animals.
- + Beautiful lighting with distinct god rays and a calm, wide-angle meadow composition.
- − The animals look a bit static and posed rather than actively 'tumbling' together.
- − The kitten feels slightly small in scale compared to the bunny and fox.
Seedream 4.0
- + Captures the 'tumbling' and 'playful' aspect of the prompt much better with dynamic poses.
- + The sparkling dew effects are more pronounced and magical.
- + The fox has a vibrant, high-contrast color palette that pops.
- − The kitten is missing its back legs or they are merged awkwardly into the environment.
- − The golden retriever puppy's anatomy feels a bit squashed and less realistic than in Model A.
- − The butterfly on the left is physically touching the kitten's ear in an clipping-like manner.
Verdict: FLUX.2 [flex] produced a much more anatomically correct and high-quality image where all four animals are rendered with professional clarity and scale. While Seedream 4.0 captured the 'tumbling' motion more effectively, it suffered from significant anatomical flaws and clipping issues. FLUX.2 [flex] is the better choice for its realism and consistency.
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
FLUX.2 [flex]
- + Perfectly matches the minimalist vector emblem style requested.
- + Precise and clean typography with accurate accent mark.
- + Excellent use of the 'Est. 1720' banner with thin, elegant lines.
- − The paper texture on the background is extremely subtle, almost unnoticeable.
Seedream 4.0
- + Rich, warm color palette with effective shading on the cloche.
- + Stronger texture application on the background and logo elements.
- + Good classic typography that feels vintage.
- − The banner geometry is a bit awkward and less 'minimalist' than requested.
- − The cloche handle is slightly off-center.
Verdict: Both models followed the prompt exceptionally well, producing high-quality logos with perfect spelling. FLUX.2 [flex] is the winner for better adhering to the 'minimalist' and 'vector emblem' constraints with its clean, sharp lines, while Seedream 4.0 provided a more illustrative and textured version that felt slightly less like a scalable logo.
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
FLUX.2 [flex]
- + Excellent typography and clean, modern vector layout.
- + Accurately captures the 'NASA-inspired' palette with muted tones.
- + Highly coherent iconography that matches the flat-vector style requested.
- − Missed the final 'Landing' step (it stopped at step 5 'Descent').
- − The flow of steps is a bit unconventional (top-down vertical columns).
Seedream 4.0
- + Followed all 6 steps requested in the prompt including 'Landing'.
- + Clear, linear horizontal progression that is easy to read.
- + Excellent inclusion of the crew names and 'Tranquility' as requested but partially cut off in prompt.
- − The illustration style is less consistent, with clunky lines and some AI artifacting on the icons.
- − Text rendering on the small names is slightly distorted.
- − The Saturn V rocket icon is awkwardly merged with the timeline line.
Verdict: FLUX.2 [flex] produced a much more professional and aesthetically pleasing vector poster with superior typography, though it failed to include all six requested steps. Seedream 4.0 followed the instructions better by including every step and extra mission details, but the visual quality of its illustrations is significantly lower and less polished. Seedream 4.0 is the winner for prompt adherence, while FLUX.2 [flex] is the winner for design quality.
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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