ByteDance's image generation model with integrated text-to-image and image editing capabilities in a unified architecture, supporting up to 4K resolution
Settled by community votes across 17 shared challenges, with an AI judge weighing in on each.
Seedream 4.0
#15 of 62 in Text-to-Image
Z-Image Turbo
#12 of 62 in Text-to-Image
Where the votes landed
Seedream 4.0
50.0%
win rate
Ties
0.0%
Z-Image Turbo
50.0%
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
Seedream 4.0
- + Perfect adherence to spatial prompts, placing the plant clearly behind the cube.
- + Highly realistic light caustic effects on the table.
- + Superior rendering of glass transparency and reflections.
- − The plant is slightly more integrated into the cube's volume than behind it in some areas.
Z-Image Turbo
- + Clear distinction between the foreground objects and the background plant.
- + Good color saturation on the red book and blue sphere.
- − The glass cube lacks realistic thickness and proper refractions compared to Image A.
- − The perspective of the cube's base feels slightly mismatched with the tabletop.
Verdict: Both models followed the complex spatial prompt accurately. Seedream 4.0 is the winner because of its superior handling of physical light properties, specifically the caustics on the wooden table and the realistic thickness of the glass panes. Z-Image Turbo produced a clean image, but it lacks the photographic depth and convincing material textures found in Seedream 4.0.
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
Seedream 4.0
- + Captures the 'repairing' action perfectly with the subject interacting with tools and the bike chain.
- + Successfully incorporates all environmental prompts: motion blur on passing cars, reflections on wet pavement, and shallow depth of field.
- + The lighting and skin textures feel cinematic yet grounded and realistic.
- − Some anatomical and mechanical oddities, such as the man's hands blending slightly with the bike frame.
- − The tools on the ground are somewhat poorly defined and appear to float/merge.
Z-Image Turbo
- + High clarity and sharp focus on the man's facial expression.
- + The bicycle's structure is consistent and well-proportioned.
- − Fails to show the man 'repairing' the bike; he is simply holding the handles as if about to ride.
- − Missing the requested motion blur on the passing car.
- − The 'imperfect framing' and 'shallow depth of field' are less pronounced than in Model A.
Verdict: Seedream 4.0 is the clear winner as it adhered to nearly every specific request in the prompt, including the complex environmental effects like motion blur and reflections, and the specific action of 'repairing'. Z-Image Turbo produced a high-quality portrait, but the subject is simply holding a bike rather than repairing it, and it failed to include the requested motion blur on the background vehicles.
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
Seedream 4.0
- + Excellent close-up composition with high-fidelity skin textures
- + Strong cinematic lighting with convincing reflections on the metal
- + Accurate depiction of leather straps and cloth layers
- − The torch in the background is a bit blurry and lacks distinct shape
Z-Image Turbo
- + Includes a visible torch and fire source which adds to the narrative
- + Good representation of the braided hair and bead details
- + Armor engraving is intricate and well-defined
- − The leather strap across the shoulder is slightly less detailed than in Model A
- − The skin texture appears slightly smoothed compared to Model A
Verdict: Both models followed the prompt exceptionally well, but Seedream 4.0 edges out the competition with superior skin and leather textures, providing a more truly 'battle-worn' feel. Z-Image Turbo is also strong, offering a great overall composition and better integration of the actual torch, but lacks the micro-detail in the eyes and skin found in Seedream 4.0.
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
Seedream 4.0
- + Accurate spelling of section headers.
- + High-quality, vibrant food photography.
- + Strong use of white space and minimalist aesthetic.
- − Lacks actual menu items or pricing text.
- − The 'grid' layout is somewhat disjointed and lacks structure.
- − Composition feels like a mood board rather than a functional menu.
Z-Image Turbo
- + Excellent structure that directly reflects a functional menu layout.
- + Better adherence to the 'grid' requirement with organized rows and columns.
- + Includes pricing and item placeholders, making it more professional for casual dining.
- − Several spelling errors in the large text (e.g., 'MANS' and 'SETIIION').
- − Content of sections doesn't always match the headers (e.g., pizza shown under appetizers).
- − Garbled gibberish text for the smaller menu items.
Verdict: Z-Image Turbo creates a much more convincing menu layout that actually looks like a design template with columns, prices, and a clear grid. However, it suffers from spelling errors in prominent places like 'PIZZA MANS'. Seedream 4.0 produces beautiful, clean imagery with better text rendering, but fails to include any of the functional elements like menu lists or pricing, resulting in more of a collage than a menu design.
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
Seedream 4.0
- + Excellent dynamic motion with the swirling wind effects and 'exploded' view.
- + The 'MAGIC BURGER' text has a superior fiery, glowing integration that feels part of the scene.
- + Effective use of vertical space and a dramatic, embers-filled background.
- − Failed the price accuracy, displaying €5.99 instead of the requested €6.99.
- − The burger is split into two strange separate units rather than one deconstructed burger stack.
Z-Image Turbo
- + Accurately rendered all requested text, including the specific price of €6.99.
- + High-quality textures on the meat and vegetables.
- + Clean, professional advertisement layout that is easy to read.
- − Failed to provide the 'exploded' view, showing a mostly assembled burger instead.
- − The lighting on the text is a simple outer glow rather than a true 'fiery' effect requested in the prompt.
Verdict: Seedream 4.0 followed the creative spirit of the prompt much better, delivering a truly dynamic exploded view with impressive fiery text effects, though it failed on the specific price. Z-Image Turbo produced a high-quality, standard commercial image with perfect text accuracy but ignored the 'exploded' structural requirement of the prompt. Seedream 4.0 is preferred for its better interpretation of the motion and theme.
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
Seedream 4.0
- + Excellent adherence to the 'chalk texture' and 'natural variations' request
- + Perfectly captures an authentic hand-smudged chalkboard aesthetic
- + Highly realistic atmospheric background that enhances the cozy café theme
- − The cursive title is slightly less 'elegant' and more casual than requested
Z-Image Turbo
- + Perfectly legible text with very few spelling errors
- + Accurately follows the multiline item requirements
- + Clean layout that is easy to read
- − Text looks more like a digital font than natural chalk handwriting
- − Very little chalk texture or realistic board smudging compared to Model A
- − Misspells 'Mushroom' as 'Mustroom'
Verdict: Seedream 4.0 is the clear winner because it successfully captured the 'handwritten-style' and 'chalk texture' requested in the prompt, creating a believable and artistic image. Z-Image Turbo produced text that looks like a clean digital overlay, lacks the requested natural variations, and includes a spelling error in a primary menu item.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
Seedream 4.0
- + Features a more cinematic and vibrant background with a detailed nebula.
- + Shows good high-frequency detail in the horse's mane and the textures of the spacesuit.
- + Dynamic composition with a low-angle perspective.
- − Fails to follow the specific spatial instruction for the horse to be 'on top' of the astronaut.
- − Anatomical issues where the horse's front legs merge oddly with the astronaut's body.
Z-Image Turbo
- + Clean, clear image with high resolution and minimal artifacts.
- + Good lighting on the astronaut and horse that feels consistent with the environment.
- − Completely ignores the specific prompt logic of placing the horse on top of the astronaut.
- − Composition is very traditional and lacks the requested 'surreal' quality.
- − Background is relatively sparse compared to the cinematic request.
Verdict: Both Seedream 4.0 and Z-Image Turbo failed the logic test of the prompt, which specifically requested the horse to be on top of the astronaut to create a surreal scene. Seedream 4.0 is slightly better because its background is much more 'cinematic' and 'detailed' as requested, whereas Z-Image Turbo's background is quite plain.
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
Seedream 4.0
- + Excellent depiction of the night lighting in Manhattan through the windows
- + Strong adherence to the 'bored' expression for the passenger
- + Text on the cap mimics a taxi-like brand consistently
- − The passenger is slightly out of focus compared to the capybara
- − The yellow taxi exterior takes up a bit too much of the foreground
Z-Image Turbo
- + High clarity and sharpness on both the capybara and the passenger
- + More professional looking chauffeur-style cap as requested
- + Clean, cinematic lighting on the subjects
- − The background blur is less distinctive of New York City specifically
- − The passenger's scale relative to the capybara feels slightly off
Verdict: Both models followed the prompt exceptionally well, capturing the surreal scenario with high photorealism. Seedream 4.0 is slightly preferred for its atmosphere, as the bokeh and lighting feel more authentic to a New York taxi at night, and the bored expression of the passenger is more pronounced, though Z-Image Turbo offers a sharper overall image.
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
Seedream 4.0
- + Excellent atmospheric lighting with a cinematic depth.
- + The thorn and web border is integrated beautifully into the scene.
- + Follows the request for a central glowing jack-o-lantern with a spooky aesthetic.
- − The text on the scroll banner is slightly garbled and hard to read.
- − Composition is a bit crowded with the large title text overlapping the background elements.
Z-Image Turbo
- + Clean and highly legible typography for all requested details.
- + Stronger adherence to the 'parchment poster' request with visible paper texture and scrolls.
- + Symmetrical and balanced composition suitable for an invitation.
- − Contains a spelling error in the location ('Archves' instead of 'Arches').
- − The lighting is flatter and less cinematic compared to Model A.
Verdict: Seedream 4.0 creates a much more atmospheric and spooky image with superior lighting and artistic depth, though its banner text is messy. Z-Image Turbo provides a clearer layout for an actual invitation and better parchment details but suffers from a spelling error and a more generic visual style. Seedream 4.0 is the winner for its impressive cinematic quality and mood.
Bald man challenge
Image Editing“Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting.”
AI Judge Analysis
Seedream 4.0
- + Successfully added a full head of hair as requested
- + Preserved the original facial features and glasses perfectly
- + Maintained the original lighting and background
- − The hairline and hair shape look somewhat artificial and 'pasted on'
- − The hair texture is slightly too uniform and lacks natural variation at the edges
Z-Image Turbo
- + Maintains the overall aesthetic of the original image
- − Failed the primary edit instruction; the person remains largely bald
- − Significantly changed the person's facial structure, making them look like a different individual
- − Removed the person's glasses and changed the background environment
Verdict: Seedream 4.0 followed the edit instructions well, adding a full head of hair while perfectly preserving the subject's identity and the surrounding environment. In contrast, Z-Image Turbo failed to add hair, altered the facial features so the person is no longer recognizable, and unnecessarily changed the background and removed the glasses. Seedream 4.0 is the clear winner for following the prompt while maintaining source integrity.
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
Seedream 4.0
- + Accurately renders the Japanese flag as requested.
- + Provides a rich, high-quality variety of sushi models with excellent textures.
- + Perfectly executes the 'top-down isometric' perspective and diorama base.
- − Minor graininess in the soft shadows on the blue background.
Z-Image Turbo
- + Clean, soft-rendered 3D cartoon style with very smooth surfaces.
- + Excellent text rendering with a friendly, rounded font.
- − Major factual error: renders the flag of China instead of the flag of Japan.
- − The 45-degree isometric angle is slightly off compared to a true isometric grid.
- − Minimalist interpretation of 'dish' showing only a single piece of nigiri.
Verdict: Seedream 4.0 followed all prompt instructions, including the specific request for a Japanese flag icon and a group of sushi on a diorama base. Z-Image Turbo produced a high-quality visual with a clean 3D aesthetic, but failed significantly on prompt accuracy by displaying the flag of China for a prompt explicitly about Japan.
Over-the-top cartoon caricature
Editing“Create a caricature of me and my job. Make it exaggerated and humorous, incorporating my profession as a tv show anchor and my love for dogs and hockey.”
AI Judge Analysis
Seedream 4.0
- + Excellent adherence to all prompt requirements including caricature style, hockey theme, and anchor desk.
- + Highly creative integration of hobby and profession by turning her shirt into a jersey and adding a microphone.
- + Matches the background of the original image while successfully transforming the subject.
- − Small anatomical issues with the left hand (four fingers) holding the phone.
Z-Image Turbo
- + Successfully preserved the subject's likeness very closely.
- + Added a subtle dog in the background that wasn't previously there.
- − Failed to create a caricature or follow the 'exaggerated and humorous' instruction.
- − Completely missed the hockey and TV show anchor themes.
- − The edit is too subtle to meet the user's specific creative request.
Verdict: Seedream 4.0 followed the complex instructions much better than Z-Image Turbo, successfully transforming the portrait into a humorous caricature that integrated the hockey, dog, and TV anchor themes. Z-Image Turbo essentially just slightly altered the existing photo and ignored the primary stylistic and thematic requests.
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
Seedream 4.0
- + Excellent depiction of god rays and dew sparkles as requested.
- + Dynamic, playful composition that truly shows the animals 'tumbling together'.
- + High level of fur detail and backlighting that creates a heartwarming atmosphere.
- − The fox's anatomy is slightly distorted in the tumbling pose.
- − The scale of the cat relative to the other animals is a bit small.
Z-Image Turbo
- + Clean, clear subjects with very cute facial expressions.
- + Good lighting and soft background bokeh.
- − The animals are largely standing still rather than 'tumbling together' or 'chasing'.
- − The dew sparkles are much more sparse compared to the other model.
- − The puppy's paw is awkwardly clipping through the rabbit's back.
Verdict: Seedream 4.0 followed the prompt much more effectively, capturing the 'tumbling' action and the specific lighting effects like god rays and dew sparkles. While Z-Image Turbo produced a cute image, it was more of a static group portrait and contained a significant anatomical clipping error where the puppy's paw merges into the rabbit.
Studio Ghibli Anime Style
Editing“Transform this photo into a Studio Ghibli–inspired illustration. Use soft pastel colors, hand-painted textures, gentle lighting, dreamy backgrounds, and a warm, nostalgic mood”
AI Judge Analysis
Seedream 4.0
- + Excellent adherence to the Studio Ghibli art style including character design and watercolor textures.
- + Maintains the composition and specific outfits/poses of the source image perfectly.
- + Captures the requested soft pastel colors and warm, nostalgic mood.
- − The detail on the plaid shirt is slightly simplified compared to the source, though appropriate for the style.
Z-Image Turbo
- + High resolution and clarity.
- + Preserves the physical likeness of the original people very closely.
- − Completely failed the primary request to transform the photo into a Studio Ghibli illustration.
- − The image remains a realistic photograph with only very minor lighting/saturation adjustments.
- − Does not use the requested hand-painted textures or dreamy backgrounds.
Verdict: Seedream 4.0 successfully performed a high-quality stylistic transformation, turning the meme into a convincing Studio Ghibli-style watercolor illustration while maintaining the scene's layout. Z-Image Turbo almost entirely ignored the core instruction, providing a realistic photo that lacks any of the requested artistic style. Seedream 4.0 is the clear winner for its creative and technical execution of the edit.
Golden Hour Stroll
Image Editing“Add dynamic motion to this photo: make hair blow in the wind, add leaves flying, energetic and lively feel.”
AI Judge Analysis
Seedream 4.0
- + Excellent adherence to the 'hair blowing in wind' instruction with a very dynamic, symmetrical spread.
- + High preservation of the source image's overall character, lighting, and woman's facial features.
- + The 'falling leaves' are abundant and create a clear sense of motion across the frame.
- − Some leaves in the foreground are overly blurry and distracting.
- − The addition of a lens flare in the upper right corner was not requested, though it adds to the 'energetic' feel.
Z-Image Turbo
- + Subtle, realistic motion added to the hair that looks natural.
- + The added leaves are crisp and integrate well into the environment without obscuring the subject.
- − Significantly altered the woman's facial features, making her look like a different person compared to the source image.
- − Lost the leash entirely, and the dog's tail/back end has been noticeably modified/distorted.
- − The background elements like the bridge and foliage have been changed or shifted.
Verdict: Seedream 4.0 is the clear winner as it successfully applied the dynamic motion effect while keeping the woman, the dog, the leash, and the background environment almost perfectly intact. Z-Image Turbo failed as an image editor by significantly changing the woman's face and removing the leash, effectively generating a new image rather than editing the original.
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
Seedream 4.0
- + Perfect text rendering for both the main name and the banner.
- + Excellent interpretation of the 'vector emblem' and 'banner' description.
- + Superior textures and shading that give a high-quality vintage feel.
- − The steam trails are slightly asymmetrical compared to the formal logo style.
Z-Image Turbo
- + Clean, minimalist vector aesthetic.
- + Accurate spelling of all requested text.
- + Good color palette adherence.
- − The 'banner' is more of a flat bar with notches rather than a classic flowing banner.
- − The steam icon is very small and lacks the 'vintage' detail found in the other model.
- − The composition feels a bit bottom-heavy with the large text at the base.
Verdict: Seedream 4.0 followed the prompt more effectively by creating a cohesive emblem with a classic flowing banner and rich vintage textures. While Z-Image Turbo produced a clean and accurate minimalist logo, Seedream 4.0's superior typography, shading, and composition better capture the 'Caffè Florian' aesthetic 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
Seedream 4.0
- + Excellent adherence to the sequential 6-step structure requested.
- + Strong text rendering with mostly correct spelling of astronaut names and mission steps.
- + Great interpretation of the vector style and NASA-inspired color palette.
- − Step 5 and 6 are slightly merged textually ('Surfcce').
- − The Saturn V icon is a bit stubby compared to its real-world proportions.
Z-Image Turbo
- + Clean, minimalist layout with high-quality flat vector illustrations.
- + Accurate color palette according to the prompt (navy, white, red, gray).
- − Failed the sequential requirement, only showing a few disconnected steps.
- − Significant spelling errors in the main title ('APOLIO E 11') and steps ('Descenty', 'Translurian').
- − Missing the specific trajectory arc and orbit ring icons requested for steps 2 and 3.
Verdict: Seedream 4.0 is the clear winner as it successfully incorporated all six specific steps requested in the prompt into a logical infographic layout. While Z-Image Turbo has a very clean aesthetic, it failed on both text accuracy and prompt adherence, omitting most of the required icons and steps.
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Tongyi-MAI's 6-billion parameter distilled text-to-image model optimized for speed, achieving high-quality generation in 8 steps or fewer with support for bilingual text rendering