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Stable Diffusion 3.5 Large Turbo Stability AI Z-Image Turbo Alibaba

Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.

Stable Diffusion 3.5 Large Turbo

10.7 arena score

#61 of 62 in Text-to-Image

Skill signature · Text-to-Image

Z-Image Turbo

25.3 arena score

#12 of 62 in Text-to-Image

Vote tally

Where the votes landed

Stable Diffusion 3.5 Large Turbo

0.0%

win rate

Ties

0.0%

Z-Image Turbo

100.0%

win rate

0.0% 0.0% ties 100.0%
Shared challenges 13

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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + High resolution and clean geometric lines.
  • + Excellent lighting and shadow rendering on the table surface.
  • Failed the spatial prompt: the red book is inside the cube rather than on top of it.
  • The plant is to the left rather than behind the cube, missing the visibility through glass aspect.

Z-Image Turbo

  • + Perfect adherence to all spatial instructions, including the book on top and the plant behind.
  • + Realistic textures for the book and wooden table.
  • + Accurate glass reflections and transparency.
  • The plant in the background is quite blurry due to depth of field.
  • The glass cube has slight thickness inconsistencies at the bottom edges.

Verdict: Z-Image Turbo is the clear winner as it followed every part of the complex spatial prompt, whereas Stable Diffusion 3.5 Large Turbo failed to place the book on top of the cube and missed the plant-behind-glass requirement. Z-Image Turbo also achieved a much more realistic photographic style compared to the slightly digital look of Stable Diffusion 3.5 Large Turbo.

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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Clean representation of a red bicycle
  • + Good color contrast between the subject and the background
  • Anatomical failure with the head being detached/deformed from the body
  • Smooth, plastic-like textures that look artificial and lack the 'no stylization' requirement
  • Cars in the background are static and lack the requested motion blur

Z-Image Turbo

  • + Excellent adherence to the 'candid street photo' aesthetic with realistic skin textures
  • + Perfectly captures the 'motion blur from passing cars' and wet pavement reflections
  • + Natural, imperfect framing that feels like a real photograph
  • Minor anatomical inconsistency with the hands on the handlebars
  • The bicycle design is slightly warped in the rear frame

Verdict: Z-Image Turbo is the clear winner as it successfully captured the requested photographic style, realistic textures, and motion blur effects. In contrast, Stable Diffusion 3.5 Large Turbo produced an image with a severe anatomical error (a detached/distorted head) and a highly stylized, CG-like appearance that ignored the 'no stylization' instruction.

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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Very ornate and sharp engraving details on the armor
  • + Vibrant colors and high contrast
  • Plastic-like skin texture that lacks realism
  • Failed to include the requested beads in the braids
  • Blood/dirt looks like painted makeup rather than realistic grime

Z-Image Turbo

  • + Highly realistic skin texture with lifelike eyes and subtle scars
  • + Accurately rendered small beads within multiple braids
  • + Excellent atmosphere with visible torchlight, sparks, and realistic metal reflections
  • Armor engravings are slightly less sharp than Model A's edges

Verdict: Z-Image Turbo significantly outperforms Stable Diffusion 3.5 Large Turbo by adhering closely to all prompt details, including the specific request for hair beads and lifelike textures. Stable Diffusion 3.5 Large Turbo has a very 'AI-smooth' aesthetic that looks more like a 3D render, whereas Z-Image Turbo achieves a cinematic, photorealistic quality with superior lighting and material depth.

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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo
0% wins 0% ties 100% wins

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Strong image clarity and high-saturated vibrant colors.
  • + Includes specific requested section headers like 'Pizza' and 'Mains'.
  • + Successful clean white background.
  • Layout is a messy arrangement of objects rather than a coherent menu design.
  • Food items look more like 3D renders or illustrations than professional photography.
  • Contains clear spelling errors like 'Mians'.

Z-Image Turbo

  • + Excellent professional menu layout that feels realistic.
  • + High-quality realistic food photography that looks appetizing and fits a restaurant theme.
  • + Better adherence to the 'grid' request for the overall document structure.
  • Text contains gibberish and typos like 'Mans' and 'SE TIIION'.
  • The sections are a bit poorly organized with headers overlapping columns.

Verdict: Z-Image Turbo is the clear winner as it produces a design that actually looks like a professional restaurant menu with realistic food photography and a clean grid layout. Stable Diffusion 3.5 Large Turbo fails the layout prompt by simply scattering objects on a white surface, and the food images look synthetic rather than professional.

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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo
0% wins 0% ties 100% wins

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Strong artistic interpretation of the fiery background
  • + Vibrant colors and glowing embers create a high-energy feel
  • Completely failed to include any of the requested text
  • The burger is stacked normally rather than having 'exploded' suspended components
  • The bottom bun looks distorted and melting rather than photorealistic

Z-Image Turbo

  • + Perfect text rendering for all three requested phrases
  • + Excellent photorealistic detail on the burger patties and vegetables
  • + Incorporates the starburst and fiery glowing effects as requested
  • The burger is tilted but not truly 'exploded' with suspended components
  • Slightly less 'dynamic' in terms of motion compared to the prompt's potential

Verdict: Stable Diffusion 3.5 Large Turbo failed all text-based instructions and produced more of a digital painting than a photorealistic ad. Z-Image Turbo followed almost every instruction, including complex text and specific UI elements like the starburst, resulting in a much more professional and accurate output.

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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Features a pleasant café environment with realistic lighting and decor.
  • + Good visual composition with a balanced layout.
  • Failed significantly on text rendering with multiple spelling errors and gibberish ('trulale', 'ocopus', 'apri 3L').
  • Text appears as a digital font overlay rather than realistic chalk texture.
  • Did not follow the specific menu item list requested in the prompt.

Z-Image Turbo

  • + Excellent text rendering with near-perfect spelling and realistic chalk smudge textures.
  • + Followed the prompt instructions precisely, including specific dates, items, and prices.
  • + Handwriting style looks authentic with natural variations as requested.
  • Simple composition focusing only on the board rather than the 'cozy café' atmosphere.
  • Small typo in 'Mustroom' (Mushroom).

Verdict: Z-Image Turbo is the clear winner as it successfully rendered the complex text requirements and followed the prompt's specific menu items and date with high accuracy. Stable Diffusion 3.5 Large Turbo failed to produce legible or accurate text, resulting in a board full of spelling errors and font-like characters that lacked the requested chalk texture.

The Reversed Rodeo

Text-to-Image

“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Strong cinematic composition with a dynamic angle
  • + Clean, high-contrast lighting that emphasizes the space setting
  • + The horse's mane and tail have a graceful, flowing appearance
  • The horse's front hoof is elongated and distorted
  • The shadow on the clouds below looks like a solid black blob rather than a soft shadow

Z-Image Turbo

  • + Excellent anatomical realism for the horse
  • + Highly detailed spacesuit and saddle textures
  • + Realistic integration of the astronaut's hands and the reins
  • The background is relatively plain and lacks the 'cinematic' feel of the prompt
  • The star field is very sparse and lacks depth

Verdict: Both models followed the prompt correctly, placing the astronaut on top of the horse. Stable Diffusion 3.5 Large Turbo creates a more striking and surreal cinematic scene, whereas Z-Image Turbo produces a more grounded, realistic-looking image with superior biological and technical detail but a less interesting background.

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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Features a dynamic lighting style with convincing bokeh in the background.
  • + Good texture on the capybara's fur and the leather jacket.
  • The passenger is very blurry and the 'looking at phone' detail is lost.
  • The capybara's hands look more like human fingers than animal paws.

Z-Image Turbo

  • + Excellent adherence to all prompt details, including the businesswoman looking at her phone.
  • + High realism in lighting and composition, feeling like a genuine photographic still.
  • + Authentic taxi driver cap style and great detail on the paws.
  • The background blur is slightly less reminiscent of 'Manhattan at night' compared to Model A.

Verdict: Z-Image Turbo is the clear winner as it successfully captured the entire narrative of the prompt, including the bored businesswoman looking at her phone in the back seat. While Stable Diffusion 3.5 Large Turbo produced a visually pleasing image, it failed to render the passenger and her specific actions clearly.

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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Clean graphic design with a clear border
  • + Follows the general composition well
  • Failed to include the specific event details requested in the prompt
  • Text is incomplete and lacks the secondary scroll banner
  • Missing the moody night sky as requested

Z-Image Turbo

  • + Successfully included all requested text and event details
  • + Highly detailed parchment texture with realistic thorns and webs
  • + Captures the moody cinematic lighting and atmospheric background
  • Contains a minor spelling error in location ('The Archves' instead of 'The Arches')
  • The top scroll banner is a bit small and text is slightly cramped

Verdict: Z-Image Turbo is the clear winner as it followed almost every specific instruction in the prompt, including the complex text requirements for dates and locations. Stable Diffusion 3.5 Large Turbo produced a generic graphic that omitted nearly all the specific event information and the vintage parchment aesthetic.

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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Excellent 3D isometric perspective and depth
  • + High texture detail on the rice grains and sushi fillings
  • + Creative use of a physical 3D sign for the text
  • Spelling error in 'SUSHI' (rendered as SIIHI)
  • The flag is generic and does not match Japan's flag
  • Text placement is on a sign rather than top-center of the frame

Z-Image Turbo

  • + Perfect text rendering for both 'JAPAN' and 'SUSHI'
  • + Clean, minimalist composition that fits the 'top-down isometric' request well
  • + Accurate soft, refined 3D cartoon textures
  • Displays the flag of China instead of the flag of Japan
  • Missing the requested 'raised diorama' base, using a simpler platform
  • The sushi design is slightly less detailed compared to Model A

Verdict: Z-Image Turbo is the winner for its superior text rendering and adherence to the 'top-center' layout, despite the significant error of using the Chinese flag instead of the Japanese flag. Stable Diffusion 3.5 Large Turbo has more impressive 3D modeling and textures, but it failed to spell 'SUSHI' correctly and missed the requested text positioning.

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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Strong backlight and rim lighting effects
  • + Adorable, stylized character designs
  • Failed to include the bunny and red fox as distinct animals
  • Looks more like a digital illustration than the requested hyper-photorealistic style
  • Anatomical merging issues between the puppy and the kitten on the left

Z-Image Turbo

  • + Excellent adherence to the prompt, including all four specific animals
  • + Photorealistic texture and lighting that matches the '8K masterpiece' request
  • + Captures the action of 'tumbling and chasing' much better than a static pose
  • Minor anatomy artifact on the puppy's front paw touching the bunny
  • Slightly less 'expressive' eyes compared to the stylized versions in Model A

Verdict: Z-Image Turbo is the clear winner as it successfully rendered all four requested animals—golden retriever, kitten, bunny, and fox—whereas Stable Diffusion 3.5 Large Turbo failed to include the bunny and fox entirely. Furthermore, Z-Image Turbo achieved a truly photorealistic look with believable fur textures and natural lighting, while Stable Diffusion 3.5 Large Turbo produced a more cartoonish, AI-stylized image with significant clipping issues.

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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Excellent retro illustration style with cross-hatching and shading.
  • + Includes elaborate banner requested in the prompt.
  • + Atmospheric texture on the background adds to the vintage feel.
  • Spelling error in primary name ('Caffeé Florin' instead of 'Caffè Florian').
  • The cloche is awkwardly integrated onto what looks like a mug, making for a confusing silhouette.

Z-Image Turbo

  • + Perfect text rendering and adherence to the specified brand name.
  • + Strong minimalist vector aesthetic that feels contemporary and clean.
  • + Balanced composition with appropriate use of negative space.
  • Missed the request for a banner, using simple lines instead.
  • The steam element is very small and lacks the 'retro' character of Model A.

Verdict: Z-Image Turbo is the superior choice because it correctly renders the text 'Caffè Florian', whereas Stable Diffusion 3.5 Large Turbo contains spelling errors. While Stable Diffusion 3.5 Large Turbo captures the vintage 'logo emblem' style more creatively, Z-Image Turbo's clean execution and accuracy make it more usable as an actual 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.”

Stable Diffusion 3.5 Large Turbo
Z-Image Turbo

AI Judge Analysis

Stable Diffusion 3.5 Large Turbo

  • + Excellent aesthetic composition with a professional editorial design feel.
  • + Effective use of the NASA-inspired color palette and lighting.
  • + Higher artistic complexity and atmospheric depth.
  • Poor prompt adherence regarding the specific requested steps and icons.
  • Text is mostly illegible gibberish except for the header.
  • Violates the 'flat-vector' style requirement with heavy textures and shading.

Z-Image Turbo

  • + Stronger adherence to the requested flat-vector style and clean layout.
  • + Follows the prompt's structural steps much more closely with distinct icons for Earth/Moon orbit.
  • + Text is largely legible and correctly positioned according to the prompt instructions.
  • Contains spelling errors in the headers like 'Apolio' and 'Descenty'.
  • The rocket design is generic and does not accurately resemble a Saturn V.
  • Simplified composition feels somewhat sparse compared to Model A.

Verdict: While Stable Diffusion 3.5 Large Turbo produces a more visually striking and professional-looking poster, it fails to follow the logical steps and iconography requested in the prompt. Z-Image Turbo captures the intended flat-vector aesthetic and the specific infographic structure much more accurately, making it the more functional output despite its spelling errors.

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