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FLUX.2 [pro] Black Forest Labs LongCat-Image Meituan

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

FLUX.2 [pro]

26.3 arena score

#8 of 62 in Text-to-Image

Skill signature · Text-to-Image

LongCat-Image

9.6 arena score

#62 of 62 in Text-to-Image

Vote tally

Where the votes landed

FLUX.2 [pro]

0%

win rate

Ties

0%

LongCat-Image

0%

win rate

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent spatial logic and depth of field
  • + Realistic glass refraction and sharp reflections on the wooden surface
  • + Sophisticated texture on the red book cover
  • The glass cube looks more like an acrylic display case due to the thinness of the panels

LongCat-Image

  • + Solid, heavy glass appearance with realistic bevelling
  • + Vibrant blue sphere with beautiful internal translucency
  • + Follows all prompt instructions including light direction and plant placement
  • The plant behind the glass shows some minor distortion/disconnection at the edges of the cube
  • Shadows on the table are slightly less detailed compared to Model A

Verdict: Both models followed the prompt perfectly, placing all objects in the correct spatial relationships. FLUX.2 [pro] produced a more professional, photographic look with superior lighting and shadows, while LongCat-Image captured the material quality of thick glass and the internal glow of the sphere better. FLUX.2 [pro] is the winner due to the overall higher realism and better integration of the elements into the scene.

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent shallow depth of field that accurately mimics a 50mm lens.
  • + High realism in skin textures, fabric, and wet pavement reflections.
  • + Accurate bike anatomy and believable 'candid' interaction.
  • The bike chain and gear assembly are slightly simplified and physically impossible upon close inspection.
  • The motion blur from passing cars is subtle rather than prominent.

LongCat-Image

  • + Stronger depiction of falling rain and bright reflections.
  • + Good cinematic atmosphere with vibrant color.
  • Serious anatomical issues with the bicycle, creating a nonsensical triple-wheeled or double-forked bike.
  • Lacks the requested shallow depth of field, with the background remaining relatively sharp.
  • The man's hand/finger positioning is distorted and less realistic.

Verdict: FLUX.2 [pro] followed the technical specifications of the prompt much more accurately, particularly regarding the 50mm shallow depth of field and the realistic skin textures. LongCat-Image failed significantly on the composition of the bicyle, generating a physically impossible object, and ignored the request for a shallow depth of field.

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Exceptional realism in facial skin texture and lifelike eyes
  • + Perfect interpretation of the close portrait framing
  • + Highly detailed engraving on the armor with authentic lighting reflections
  • The scars look slightly painted on rather than deep tissue injuries

LongCat-Image

  • + Excellent detail on the chainmail and cloth underlayers
  • + Solid depiction of the engraved plate armor and beads
  • + Dynamic bokeh sparks in the background
  • The portrait is a medium shot rather than any requested 'close' portrait
  • The scar on the cheek has a messy, ink-like texture that lacks realism
  • Slightly less lifelike facial features compared to the competitor

Verdict: FLUX.2 [pro] followed the framing instructions more accurately, providing a true close-up portrait with superior skin and eye realism. While LongCat-Image handled the secondary details like the cloth and chainmail very well, its medium-range framing and less convincing facial textures make it the weaker option for this specific prompt.

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Clean, professional layout that genuinely looks like a usable restaurant menu.
  • + Excellent text legibility and mostly coherent English spelling for headings.
  • + Accurate high-quality food photography that fits the grid prompt.
  • Repeated items in the list sections (e.g., 'Margherita Pizza' listed three times).
  • Pricing is inconsistent and nonsensical (e.g., '$50' for garlic bread).

LongCat-Image

  • + Vibrant color palette with energetic blue and yellow accents.
  • + Dynamic composition with varied image sizes.
  • Text is mostly illegible gibberish.
  • The layout is cluttered and does not feel professional or minimalist.
  • Distorted artifacts in several of the food images.

Verdict: FLUX.2 [pro] followed the prompt more effectively, producing a clean, professional, and minimalist design that is actually readable. LongCat-Image failed to generate legible text and the layout is too cluttered and disorganized for a professional restaurant setting.

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent typography with a cohesive fiery texture and glow.
  • + Realistic lighting and shadows on the suspended food elements.
  • + Dynamics swirls of sauce and crumbs perfectly capture the 'exploded' motion.
  • The 'exploded' effect is slightly more vertical and less chaotic than it could be.

LongCat-Image

  • + Strong contrast with the charcoal and fire at the bottom of the frame.
  • + Clear, legible text inside a sharp starburst bubble.
  • + Good color saturation and vibrance.
  • Failed the 'exploded burger' requirement; the burger is mostly assembled rather than suspended in components.
  • Graphic design feels a bit cluttered with the text overlapping significantly.
  • The burger textures look slightly more artificial/plastic compared to Model A.

Verdict: FLUX.2 [pro] followed the prompt instructions much more accurately, successfully depicting an exploded burger with high-quality photorealistic details. LongCat-Image failed to separate the burger components into a mid-air explosion and produced a more generic advertisement layout with overlapping text elements.

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent text legibility and spelling accuracy for all requested items.
  • + Authentic chalk texture and cursive handwriting style that perfectly matches the 'handwritten' request.
  • + Logical completion of the truncated 'Brown But...' prompt to create Chocolate Chip Cookies.
  • The board choice is more like a slate tile than a traditional large café chalkboard.
  • The composition is a bit tight on the sides of the board.

LongCat-Image

  • + Atmospheric background with a clear sense of a café setting.
  • + Good use of layout and spacing for a standing menu board.
  • Significant spelling errors and illegible text throughout the board (e.g., 'ToayS StayS').
  • The handwriting style appears more like digital paint than realistic chalk.
  • Failed to correctly interpret the 'Brown But...' item, instead mixing up the and pricing and item names.

Verdict: FLUX.2 [pro] significantly outperformed LongCat-Image by following every detail of the text requirements, demonstrating perfect spelling and a convincing chalk-on-slate texture. While LongCat-Image provided a better environmental context, its inability to render legible text or correct spelling made it fail the primary objective of the prompt.

The Reversed Rodeo

Text-to-Image

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

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent adherence to the 'horse on top' spatial instruction
  • + High visual quality with realistic lighting and cinematic detail
  • + Strong composition that conveys a dreamy, surreal atmosphere
  • Anatomical fusion where the horse's legs merge oddly with the astronaut's pack

LongCat-Image

  • + Sharp focus and clean rendering of individual elements
  • + Vibrant colors and a classic sci-fi aesthetic
  • Failed the primary prompt instruction by placing the astronaut on top of the horse
  • Lower realism with a composited look between the foreground and background
  • Disorganized composition with several stray flying objects

Verdict: FLUX.2 [pro] successfully followed the difficult spatial instruction of having the horse on top of the astronaut, achieving a truly surreal and cinematic result. LongCat-Image reverted to the common trope of an astronaut riding a horse, ignoring the specific reversal requested in the prompt. While FLUX.2 [pro] has some merging issues between the subjects, its creativity and prompt adherence make it the clear winner.

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent photorealism with cinematic lighting and a shallow depth of field.
  • + Consistent interior perspective that feels immersive within the car.
  • + The capybara's hands are rendered as paws with fur, maintaining anatomical consistency.

LongCat-Image

  • + Features a more prominent exterior view of the iconic yellow taxi body.
  • + Good facial expressions on the passengers that match the requested 'bored' look.
  • The capybara's hand is rendered as a human-like hand with dark skin and claws, which is anatomically confusing.
  • Presence of two women in the back seat despite the prompt requesting one businesswoman.
  • The taxi's roof sign is floating slightly and has gibberish text.

Verdict: FLUX.2 [pro] is the clear winner as it provides a much more photorealistic and technically coherent image. It follows the framing instructions perfectly and avoids the anatomical errors seen in LongCat-Image, such as the strange human-like hand on the capybara and the duplicated passenger.

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Perfect text rendering for all requested details including the small scroll.
  • + Atmospheric cinematic lighting and coherent background scene.
  • + Professional layout that feels like a real invitation.
  • The 'webs and thorns' border is a bit dark and blends into the corners.

LongCat-Image

  • + Bold, distinctive thorn and spiderweb border.
  • + Bright and legible central parchment area.
  • Significant text errors in the event details section ('The Armiees', '3uulie').
  • The background scene is visible through a strange cut-out in the parchment rather than being integrated.
  • The thorn border looks a bit repetitive and synthetic.

Verdict: FLUX.2 [pro] followed the prompt with near-perfect execution, particularly regarding the complex text requirements and atmospheric lighting. LongCat-Image struggled with the text details and created an awkward layout where the central imagery looks like a hole cut into the parchment.

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent typography with clean, bold execution.
  • + Perfectly captures the isometric 45-degree perspective on a diorama base.
  • + High-quality 3D renders with distinct PBR material feel.
  • The rice texture is slightly stylized/bumpy, bordering on toy-like rather than realistic rice.

LongCat-Image

  • + Beautiful vibrant colors and soft cartoonish textures.
  • + Includes a waving flag icon as requested.
  • + Good lighting and shadows on the wooden tray.
  • Text rendering is slightly inconsistent in weight and alignment.
  • The perspective is more of a standard low-angle shot rather than true 45-degree isometric.

Verdict: FLUX.2 [pro] followed the technical requirements of the prompt more accurately, particularly the 45-degree isometric perspective and the clean, centered layout. LongCat-Image produced a visually appealing and colorful scene, but it missed the specific isometric viewpoint and had less polished typography compared to FLUX.2 [pro].

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent anatomical accuracy across all four requested species
  • + High-quality fur texture and realistic environmental lighting
  • + Subtle and professional integration of god rays and field depth
  • The animals are somewhat static rather than 'tumbling' as requested

LongCat-Image

  • + Strong adherence to the 'god rays' and 'joyful' vibe of the prompt
  • + Captures a sense of movement and playfulness in the puppy's pose
  • Severe anatomical errors including a cat with bunny ears and a missing fourth animal
  • The butterfly and dewdrop elements look poorly composited and artificial
  • Overall quality leans toward a cartoonish rather than photorealistic aesthetic

Verdict: FLUX.2 [pro] followed the prompt accurately, successfully including all four specific baby animals with high-quality textures and realistic lighting. In contrast, LongCat-Image failed significantly on anatomy—merging the cat and bunny into one creature—and missed the fourth animal entirely, while producing a less realistic, flatter image. FLUX.2 [pro] is the clear winner for its superior composition and adherence to complex instructions.

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent typography with correct accent usage on 'Caffè'.
  • + Clean vector-style execution with professional minimalism.
  • + Perfect adherence to all prompt elements including the banner and steam.
  • The circular border is slightly interrupted by the main text.

LongCat-Image

  • + Strong vintage woodcut aesthetic.
  • + Good use of the 'Est. 1720' banner.
  • Repetitive text with 'Caffè' appearing twice in the center.
  • Clattered composition that lacks the requested minimalism.
  • Text rendering on 'Caffè' is messy and overlaps with the steam.

Verdict: FLUX.2 [pro] followed the prompt more accurately, producing a clean, professional-grade vector logo that feels authentically 'minimalist' and 'classic'. In contrast, LongCat-Image struggled with the text layout, resulting in a cluttered design with redundant words and less refined typography.

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.”

FLUX.2 [pro]
LongCat-Image

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent layout following the step-by-step narrative requested.
  • + Beautiful modern vector style with a clear NASA-inspired color palette.
  • + Legible titles and well-designed icons for each phase of the mission.
  • The placeholder text for descriptions is gibberish.
  • The Saturn V rocket icon looks more like a shuttle or a generic rocket than a Saturn V.

LongCat-Image

  • + Strong thematic use of navy and red colors.
  • + The iconography for the lunar module and flags is stylized and attractive.
  • Completely fails the step-by-step instruction, including only one or two clear steps.
  • Text rendering is poor and illegible throughout the design.
  • Layout feels cluttered and does not follow an infographic logic.

Verdict: FLUX.2 [pro] followed the prompt's structural instructions perfectly, providing a logical flow from launch to landing with clean, sophisticated vector graphics. In contrast, LongCat-Image failed to include the specific steps requested and struggled with text rendering, resulting in a disorganized composition. FLUX.2 [pro] is the clear winner for its superior composition and adherence to the infographic format.

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