Black Forest Labs' flagship image generation model delivering state-of-the-art quality with exceptional realism, precision, and consistency for both text-to-image and advanced image editing
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
FLUX.2 [max]
#10 of 62 in Text-to-Image
LongCat-Image
#61 of 62 in Text-to-Image
Where the votes landed
FLUX.2 [max]
0%
win rate
Ties
0%
LongCat-Image
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
FLUX.2 [max]
- + Displays excellent texture on the red book cover.
- + Features highly realistic window lighting with sharp shadows on the table.
- + The glass cube has a sophisticated, modern minimalist design with thin edges.
- − The plant in the background is very blurry, making it difficult to see through the glass effectively.
- − The placement of the cube's vertical edge bisects the internal sphere awkwardly.
LongCat-Image
- + Excellent refraction and visibility of the plant through the glass panels.
- + The blue sphere has a beautiful ethereal, slightly glowing quality.
- + Stronger composition with the window clearly visible to the left to justify the light source.
- − The red book has a slightly generic, less detailed texture compared to the other model.
- − The thickness of the glass cube edges feels a bit heavy/industrial.
Verdict: Both models followed the prompt perfectly, but LongCat-Image is the slight winner for its superior handling of transparency and refraction, showing the green plant clearly through the glass walls. While FLUX.2 [max] produced a more sophisticated book texture and sharper lighting, LongCat-Image's overall composition and atmospheric quality felt more cohesive and faithful to the specific request for visibility through the glass.
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 [max]
- + Excellent adherence to the 'imperfect framing' prompt, creating a realistic candid look.
- + Superb skin texture and fine detail on the hands and clothing.
- + Highly realistic motion blur and background bokeh that matches the 50mm lens description.
- − The crop is very tight, cutting off the back of the man and the bicycle.
LongCat-Image
- + Natural lighting and convincing reflections on the wet pavement.
- + Good sense of environmental storytelling with the shopfronts and traffic.
- − Noticeable anatomical issues with the bicycle frame which appears to have three wheels or a nonsensical structure.
- − Rain streaks look like filtered overlays rather than integrated into the scene.
- − The man's feet and posture look slightly detached from the ground.
Verdict: FLUX.2 [max] captures a much higher level of photorealism and technical accuracy, particularly in the rendering of skin, fabric, and the bicycle's mechanics. LongCat-Image struggles with the structural integrity of the bicycle and overall clarity, whereas FLUX.2 [max] perfectly executes the 'candid street photo' aesthetic with professional-grade depth of field and motion blur.
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
FLUX.2 [max]
- + Exquisite detail on the engraved plate armor and worn leather straps.
- + Masterful use of lighting and shallow depth of field for a cinematic look.
- + High-fidelity textures on the skin, including realistic scars and dirt.
- − The braids are somewhat obscured behind the head compared to the other model.
LongCat-Image
- + Closer adherence to the request for braids with small beads by making them clearly visible.
- + Dynamic composition with visible fire and sparks.
- + Good representation of the cloth underlayer and chainmail.
- − The scar on the cheek looks somewhat like an unnatural dark blotch or ink.
- − The armor engraving is much simpler and lacks the depth of the first image.
- − Lighting feels a bit more flat and saturated compared to the more lifelike Model A.
Verdict: FLUX.2 [max] produces a much more sophisticated, high-resolution portrait with superior texture work and lighting, creating a truly battle-worn appearance. While LongCat-Image follows the prompt instructions for braids more visibly, the overall visual quality and realistic integration of elements like the scars and metal engravings make FLUX.2 [max] the clear winner.
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 [max]
- + Clean, professional layout that perfectly matches the minimalist restaurant prompt.
- + Legible header text and coherent alignment of prices and items.
- + Excellent inclusion of all requested sections (Appetizers, Pizza, Mains).
- − Menu items often conflict with the section headers (e.g., pizza and burgers listed under Mains).
- − Body text is mostly gibberish, though it mimics the look of real text well.
LongCat-Image
- + Bold and vibrant color palette with a creative design approach.
- + High-quality food photography with good color saturation.
- − The layout is cluttered and difficult to read as a functional menu.
- − Text is highly distorted and contains significant AI artifacts/gibberish.
- − Fails to cleanly execute the specific grid and sections requested in the prompt.
Verdict: FLUX.2 [max] is the clear winner as it produces a professional, usable menu layout that adheres strictly to the modern minimalist request. While LongCat-Image has vibrant colors, its composition is chaotic and the text rendering is poor compared to the clean, organized structure of FLUX.2 [max].
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
FLUX.2 [max]
- + Excellent 'exploded' effect with clearly separated, floating layers as requested.
- + Superior photorealistic textures on the bun and meat patty.
- + Professional typography integration with a cohesive fiery glow effect across all text.
- − The '€6.99' starburst is a bit simple in design compared to the rest of the ad.
- − The sauce suspension is somewhat abstract and looks slightly like plastic loops.
LongCat-Image
- + Vibrant, high-contrast colors and a dramatic fiery background with actual burning coal.
- + Creative integration of all text elements into a single starburst graphic.
- + Good sense of motion with flying embers and dripping sauce.
- − Failed the 'exploded' instruction as the burger layers are mostly stacked together.
- − The text rendering on 'MAGIC BURGER' has some lighting inconsistencies and looks slightly more illustrated than photorealistic.
- − Bottom bun appears somewhat flat and less detailed.
Verdict: FLUX.2 [max] significantly outperformed LongCat-Image by accurately following the 'exploded' burger instruction, showcasing clear separation between all ingredients. While LongCat-Image produced a vibrant and exciting image, it ignored the core structural requirement of the prompt, whereas FLUX.2 [max] delivered a professional-grade advertisement layout with superior photorealistic textures.
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
FLUX.2 [max]
- + Excellent text rendering with perfect spelling and realistic chalk texture.
- + Authentic handwritten aesthetic with natural variations that match the prompt perfectly.
- + High visual quality with realistic lighting and chalkboard smudges.
- − The cursive is relatively simple rather than being highly decorative 'elegant cursive'.
LongCat-Image
- + Successfully captures a cozy café background environment.
- + The chalk texture on the board surfaces and edges is very realistic.
- − Severely failed the text rendering, with numerous spelling errors and gibberish words.
- − Layout is cluttered and fails to follow the specific menu structure requested in the prompt.
- − Failed to include the third specific menu item correctly, outputting gibberish instead.
Verdict: FLUX.2 [max] significantly outperforms LongCat-Image by following every specific text instruction with near-perfect accuracy and a highly realistic handwriting style. LongCat-Image struggled with spelling and coherence, producing illegible text for the majority of the menu items despite having a nice environmental background.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
FLUX.2 [max]
- + Excellent cinematic lighting and galaxy rendering.
- + High-quality texture on the horse and space rock.
- − Fails the specific prompt instruction for the horse to be on top of the astronaut.
LongCat-Image
- + Interesting surreal composition with multiple celestial elements.
- + Consistent rendering of space equipment.
- − Fails the specific prompt instruction for the horse to be on top of the astronaut.
- − Anatomical issues with the horse's front-left leg.
- − Artificial-looking artifacts around the flying vehicles.
Verdict: Both FLUX.2 [max] and LongCat-Image failed the negative constraint/spatial reversal requested in the prompt ('horse on top, not vice versa'), instead providing standard images of an astronaut riding a horse. FLUX.2 [max] is the preferred image because its visual quality, lighting, and composition are significantly more professional and cohesive than LongCat-Image, which contains several anatomical glitches and messy background elements.
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
FLUX.2 [max]
- + Excellent atmospheric lighting and realistic taxi interior details.
- + Captures the bored, nonchalant expression of the passenger perfectly.
- + High level of texture detail in the capybara's fur.
- − The capybara has distinct human hands instead of paws as requested.
- − The capybara's head is fused oddly with the human body in the driver's seat.
LongCat-Image
- + Accurately depicts the capybara with animal paws on the wheel.
- + Composition is bright and clear, successfully showing the exterior and interior.
- + The capybara's expression is very professional and calm.
- − Generated two passengers instead of a single businesswoman.
- − The lighting on the passengers' faces is a bit flat compared to the driver.
- − Some minor artifacts on the taxi's exterior signage.
Verdict: LongCat-Image is the superior choice because it correctly follows the instruction for the capybara to have front paws on the wheel, whereas FLUX.2 generated disturbing human hands on the animal. While FLUX.2 has better cinematic lighting and captured the 'bored' expression perfectly, the anatomical failure of the hands and the fused neck area are significant flaws compared to the more coherent LongCat-Image output.
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
FLUX.2 [max]
- + Excellent typography with perfect spelling in all requested text sections.
- + Highly cohesive composition with cinematic lighting and a clear visual hierarchy.
- + The scroll banner and border elements are well-integrated into the atmosphere.
- − The parchment texture is less prominent compared to model B.
LongCat-Image
- + Strong 'dark parchment' aesthetic that fits the vintage request.
- + Bold and clear gothic title font.
- + Good use of the thorn and web border elements.
- − The text at the bottom contains significant misspellings and repetitions ('The Armiees', '7um').
- − The scroll banner is small and less 'elegant' compared to model A.
- − Composition feels slightly cluttered with the torn paper effect inside a dark background.
Verdict: FLUX.2 [max] is the clear winner because it followed all text instructions perfectly, whereas LongCat-Image struggled with the details at the bottom of the invitation. FLUX.2 [max] also produced a much more professional and 'polished' cinematic result that feels like a ready-to-use invitation.
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 [max]
- + Excellent adherence to the isometric perspective and diorama base request.
- + Clean, professional typography with perfect alignment.
- + Uniform and soft 3D cartoon textures that feel cohesive.
LongCat-Image
- + High-contrast, vibrant colors that make the sushi pop.
- + Impressive 'clay-like' texture on the individual rice grains.
- + Wavy flag icon adds a nice dynamic touch.
- − Failed to provide the 'small raised diorama base', showing only the wooden board.
- − Perspective is a standard low-angle shot rather than the requested 45° top-down isometric view.
- − Text is slightly less centered compared to model A.
Verdict: FLUX.2 [max] perfectly followed the technical requirements of the prompt, specifically the 45° isometric perspective and the multi-tiered diorama base. While LongCat-Image produced more detailed 'macro' textures on the sushi itself, it failed to capture the requested isometric layout and environment structure, making FLUX.2 [max] the superior choice for this specific design brief.
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 [max]
- + Perfectly identifies and renders all four distinct animals: golden retriever, kitten, bunny, and fox kit.
- + Exquisite lighting with realistic god rays, dew sparkles, and backlighting on the fur.
- + Dynamic and natural composition showing all animals in active, playful motion.
- − The kitten and bunny are slightly small in scale relative to the puppy and fox.
LongCat-Image
- + Bright, vibrant colors that evoke a cheerful and wholesome atmosphere.
- + Excellent fur texture and large expressive eyes on the main subjects.
- − Fails to generate four distinct animals, merging the kitten and bunny into a single hybrid creature with rabbit ears on a cat body.
- − The lighting and environment look more like a digital illustration than the requested photorealistic scene.
- − Strange floating water droplets contrast poorly with the background.
Verdict: FLUX.2 [max] significantly outperforms LongCat-Image by accurately representing all four animals requested in the prompt, whereas LongCat-Image erroneously combined the cat and rabbit into a single hybrid animal. Furthermore, FLUX.2 [max] achieved a much higher level of realism in the lighting, dew, and interaction with the environment, perfectly capturing the atmospheric 'god rays' and 'hyper-photorealistic' requirements.
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 [max]
- + Excellent typography rendering with the correct grave accent on 'Caffè'.
- + Clean vector emblem style that adheres to a minimalist aesthetic.
- + Perfectly follows all prompt instructions including the banner and sub-text.
- − The steam is very faint, making it slightly hard to see.
- − The composition is safe and a bit standard for a logo.
LongCat-Image
- + Strong hand-drawn vintage illustrative feel.
- + Good use of line-weights and shading to create depth.
- + The 'Est. 1720' banner is well-executed and stylistically consistent.
- − Incorrect and repetitive text with 'Caffè' appearing twice and being partially illegible in the top instance.
- − Less 'minimalist' than requested, leaning into a more cluttered, busy composition.
- − Missing the professional vector-like clarity usually needed for a logo.
Verdict: FLUX.2 [max] followed the prompt more accurately, delivering a clean, professional vector-style logo with correct spelling and a classic minimalist layout. LongCat-Image provided an interesting vintage illustration, but failed on text accuracy and the 'minimalist' requirement by repeating words and using a much busier design.
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 [max]
- + Excellent typography with nearly perfect spelling of names and mission phases.
- + Clean, modern vector aesthetic that aligns perfectly with the 'flat-vector' request.
- + Layout logically follows the requested steps from launch to landing.
- − Repeats the text 'Earth Orbit' in the first panel instead of just 'Launch'.
- − The Saturn V rocket icon is stylized as a generic shuttle/rocket rather than the specific Saturn V silhouette.
LongCat-Image
- + Strong 'NASA-inspired' color palette with bold use of muted red and navy.
- + Graphic composition is artistically interesting with a vertical layout.
- − Text is largely nonsensical or misspelled (e.g., 'Tranquilty', 'Aadnlin').
- − Failed to include the requested specific steps and consistent iconography.
- − Art style is more illustrative and messy than the requested clean vector infographic.
Verdict: FLUX.2 [max] significantly outperforms LongCat-Image by actually following the sequential instructions of the prompt and providing legible, accurate text. While FLUX.2 [max] has a slight labeling error in the first box, its overall professional vector aesthetic and correct identification of the astronauts make it a usable infographic, whereas LongCat-Image produces garbled text and a fragmented layout.
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6B parameter image generation model excelling at rendering multilingual text directly in generated images