LongCat-Image Meituan vs Stable Diffusion 3.5 Large Stability AI

LongCat-Image

• + Perfect adherence to object placement instructions
• + Natural handling of soft window light and refraction
• + Clean, high-quality aesthetic with realistic glass textures

• − The glass cube has no side panels, appearing more like a frame or open display case

Stable Diffusion 3.5 Large

• + Very realistic glass material with scratches and reflections
• + Strict adherence to the cube geometry

• − Failed the spatial relationship prompt, placing the book inside and under the sphere
• − Lighting is harsh and directional rather than soft
• − Confusion in the background with additional books not requested

LongCat-Image

• + Excellent handling of wet pavement reflections and bokeh.
• + Captures a very realistic, 'imperfect' street photography composition with the utility pole.
• + Convincing rain effects and atmospheric lighting.

• − The bicycle structure is physically impossible with overlapping front wheels.
• − The man's hands melt into the bicycle frame.

Stable Diffusion 3.5 Large

• + Better anatomical accuracy and realistic skin texture on the man's arms and face.
• + Includes the requested motion blur on the background vehicles.
• + More coherent bicycle geometry compared to Image A.

• − Rain effect looks a bit like vertical static or streaks rather than natural droplets.
• − The man's feet are somewhat poorly defined against the ground.

LongCat-Image

• + Excellent adherence to the 'beads in hair' requirement
• + Beautifully rendered ornate engraving on the plate armor
• + Strong bokeh effects and vibrant lighting contrast

• − The facial wound looks like a digital overlay rather than a natural scar
• − The leather strap textures are somewhat generic

Stable Diffusion 3.5 Large

• + Exceptional realism in the skin texture, dirt, and facial scarring
• + Very intricately detailed engraving and scale mail components
• + Superior 'battle-worn' aesthetic with more grit and character

• − Completely missed the 'small beads' in the hair braids
• − The hair physics on the left side of the face are a bit stiff

LongCat-Image

• + Features vibrant yellow and blue accents as requested
• + Includes clear headings for specific sections like pizza and mains
• + Food photography looks appetizing and well-lit

• − Text rendering is very poor with significant gibberish
• − The layout feels slightly cluttered and unbalanced

Stable Diffusion 3.5 Large

• + Achieves a much better minimalist aesthetic with a clean white background
• + Text is significantly more legible and clear
• + Organized grid layout for food photos is well-executed

• − Mains section is typoed as 'MAIMAES'
• − Relies heavily on pizza imagery rather than a diverse food range

LongCat-Image

• + Excellent text rendering with no spelling errors
• + Accurately includes all requested text elements and the price starburst
• + Strong product photography aesthetic with clean lighting

• − The burger is not exploded as requested; it is a mostly assembled floating burger
• − The 'Limited Time Only' text is somewhat squeezed inside the starburst

Stable Diffusion 3.5 Large

• + Dynamic lighting with intense fire and ember effects
• + Good photorealistic texture on the meat and buns
• + Captures a sense of motion through liquid and flame

• − Completely failed to include any of the requested text or the price starburst
• − The burger is stacked rather than exploded with suspended components

LongCat-Image

• + Excellent chalk texture and realistic handwriting variation
• + Cozy, warm café atmosphere with natural depth of field

• − Severely garbled text and spelling for every menu item
• − Failed to include the third required menu item

Stable Diffusion 3.5 Large

• + Successfully captured the requested date and keywords for the items
• + Clean composition that fits the 'cozy café' aesthetic well
• + Correctly attempted all required menu items including the partial prompt

• − The main header has a spelling error ('TODAAY')
• − Handwriting looks slightly more like a digital font than natural chalk
• − Incorrect year (2024 instead of 2026)

LongCat-Image

• + Crisp, high-contrast imagery with well-defined background elements
• + Accurate rendering of the horse's anatomy and reins
• + Creative addition of space-themed ground structures and diverse planetary bodies

• − Failed to follow the specific spatial instruction 'horse on top'
• − Visual style feels slightly more like a collage than a unified cinematic scene

Stable Diffusion 3.5 Large

• + Successfully interpreted the prompt 'horse on top' as meaning the horse is on top of space/clouds
• + Beautiful cinematic lighting and atmospheric effects
• + Strong sense of motion and scale with the curvature of the earth

• − The horse's front legs are anatomically confused and merge into the dust
• − The astronaut's backpack is disproportionately large and bulky

LongCat-Image

• + Excellent adherence to the complex scene description including the passenger and exterior taxi sign.
• + The capybara's hands and paws are rendered with a surprisingly realistic blend of animal and human-like gesture.
• + Captures the bored expression of the passenger perfectly.

• − The scale of the capybara relative to the car is slightly inconsistent, making it appear very large.
• − The passenger is repeated/doubled in the back seat.

Stable Diffusion 3.5 Large

• + High resolution with vibrant colors and sharp details on the capybara's fur.
• + Consistent lighting and clear cinematic bokeh in the background.

• − Completely failed to include the businesswoman in the back seat.
• − The capybara's paws are not on the steering wheel as requested.
• − The animal's facial features look slightly more like a large rodent mix than a distinct capybara.

LongCat-Image

• + Strong composition with a clear central glowing jack-o-lantern.
• + Excellent thorn and spiderweb border details.
• + High textual accuracy for the specific event details like the date and time.

• − The location text 'The Armiees' is a misspelling of 'The Arches'.
• − Main title font is a bit generic compared to the requested elegant gothic style.

Stable Diffusion 3.5 Large

• + Very atmospheric lighting and a classic vintage aesthetic.
• + Beautifully rendered scroll banner and curled paper edges.
• + Better adherence to the 'elegant gothic' style for the primary typography.

• − Completely missed the bottom event details (Date, Time, Location).
• − The jack-o-lantern is small and off-center, rather than being the 'central' focus requested.
• − Text rendering on the banner has minor artifacts at the bottom.

LongCat-Image

• + Perfect adherence to text placement and layout instructions.
• + Clean, minimalist 3D cartoon aesthetic with pleasing textures.
• + High clarity and excellent use of a solid light blue background.

• − The 'JAPAN' text is slightly off-center compared to the 'SUSHI' text.

Stable Diffusion 3.5 Large

• + Detailed sushi textures and materials.
• + Includes a wide variety of sushi types on the diorama.

• − Failed to place text at the top-center of the image; placed it on a sign instead.
• − Cluttered composition that ignores the 'minimal garnish' request.
• − The chopsticks and small flag are poorly integrated into the 3D space.

LongCat-Image

• + Stronger adherence to 'god rays' and 'wildflowe meadow' colors.
• + High sharpness and clarity of the individual animal features.

• − Anatomical failure: the kitten has long rabbit ears growing out of its head.
• − Failed to include the baby bunny as a separate fourth animal, merging it with the cat.

Stable Diffusion 3.5 Large

• + Correctly included all four distinct animals: puppy, kitten, bunny, and fox.
• + Better sense of movement and 'tumbling' as specified in the prompt.
• + Atmospheric lighting with beautiful bokeh and dew sparkles.

• − The fox and kitten look very similar in facial structure.
• − Overall image is slightly softer and less 'hyper-photorealistic' than the other.

LongCat-Image

• + Excellent typography style that matches the vintage aesthetic
• + Highly detailed line-art and shading for a hand-drawn feel
• + Strong interpretation of the cloche dome as a central design element

• − Redundant text with the word 'Caffè' appearing twice
• − Slightly cluttered composition that borders on busy rather than minimalist

Stable Diffusion 3.5 Large

• + Features a cleaner, more minimalist vector emblem style
• + Well-balanced composition with good use of negative space
• + Accurate rendering of the cloche, steam, and banner elements

• − Typographical error with an extra 'e' in 'Cafféé'
• − The floating lid design feels slightly disjointed compared to a traditional logo

LongCat-Image

• + Adheres well to the requested color palette
• + Features clean, bold vector iconography
• + The composition follows a logical downward and side-to-side flow for an infographic

• − Failed to provide all 6 specific steps requested in the prompt
• − Text is nonsensical and messy
• − The rocket depicted is a shuttle-style craft rather than a Saturn V

Stable Diffusion 3.5 Large

• + Displays a much higher level of detail and complexity
• + Includes more celestial bodies and technical-looking callouts
• + Captures the NASA-inspired aesthetic more authentically

• − Does not follow the 6-step linear sequence requested
• − Depicts a fictionalized Space Shuttle style rocket instead of the Saturn V
• − Layout is cluttered and lacks a clear 'read' for an infographic