Black Forest Labs' precision image generation model with maximum control, reliable text rendering, and complete creative control supporting up to 4MP output
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
FLUX.2 [flex]
#14 of 62 in Text-to-Image
LongCat-Image
#62 of 62 in Text-to-Image
Where the votes landed
FLUX.2 [flex]
0%
win rate
Ties
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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 [flex]
- + Excellent adherence to lighting instructions with a soft, diffused feel from the left.
- + The blue sphere has a matte texture that contrasts well with the glass.
- + Very clean geometry on the cube and book.
- − The plant is slightly more obscured than in the other version.
- − The blue sphere appears slightly too large relative to the prompt 'small blue sphere'.
LongCat-Image
- + Beautiful glass material with realistic thickness and caustic reflections.
- + The sphere is appropriately 'small' and has a nice crystalline texture.
- + Excellent placement of the plant showing clear refraction through the glass.
- − The window light is a bit harsh compared to the 'soft' request.
- − Minor perspective misalignment on the bottom right edge of the cube.
Verdict: Both models followed the spatial prompts perfectly. LongCat-Image produced more realistic glass textures and refractions, while FLUX.2 [flex] felt more like a professional studio photograph with softer, more accurate lighting. LongCat-Image is the slight winner for the more interesting 'small' sphere and the better visibility of the plant 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 [flex]
- + Excellent shallow depth of field with realistic bokeh in the background
- + Captures very natural, weathered skin textures on the man
- + Includes subtle motion blur on passing vehicles as requested
- − The structural logic of the bicycle frame is distorted where it connects to the rear wheel
LongCat-Image
- + Strong reflection work on the wet pavement
- + Good sense of environmental context and street lighting
- − Significant anatomy/object errors, with the bicycle appearing to have three wheels
- − Rain effect looks more like vertical noise than realistic water droplets
- − The man's feet and the bicycle kickstand are poorly merged with the ground
Verdict: FLUX.2 [flex] produced a much more believable and high-quality image, particularly regarding skin texture and lens effects. While both models struggled with complex bicycle geometry, LongCat-Image's output contained far more distracting artifacts, such as a phantom third wheel and lower-quality rain effects.
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 [flex]
- + Excellent depiction of ornate engraved plate armor with high-relief details
- + Superior texture rendering on leather straps and the knitted cloth underlayer
- + Realistic integration of dirt and scars on the facial skin
- − The torch flame on the left feels slightly flat and cropped
- − The bokeh sparks are a bit uniform in size
LongCat-Image
- + Dynamic lighting with strong warm torchlight reflections on the metal surfaces
- + Good interpretation of 'hair braided with small beads' using varied colors
- + Impressive bokeh effect with falling sparks
- − The scars on the face appear somewhat digital and less integrated than Model A
- − Leather and cloth textures are slightly less defined than Model A
- − Armor engravings are less intricate
Verdict: Both models followed the prompt closely, but FLUX.2 [flex] produced superior textural details in the armor engravings and the materials underneath the plate. LongCat-Image handled the lighting and environmental sparks with more dynamism, but FLUX.2 [flex] felt more like a tangible, high-resolution portrait due to the lifelike skin and material rendering.
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 [flex]
- + Excellent typography and layout that resembles a real-world professional menu.
- + High-quality, appetizing food photography with consistent lighting.
- + Clear logical organization of sections with bold sans-serif fonts.
- − Internal logic error where pizza items are listed under the Appetizers header.
- − Some minor repetition of menu item names.
LongCat-Image
- + High level of creativity in the layout and use of vibrant color accents.
- + Good variety in the food photo grid.
- − Text consists of nonsensical gibberish rather than readable words.
- − Chaotic composition that lacks the clean, minimalist professional aesthetic requested.
- − Poor legibility for pricing and item descriptions.
Verdict: FLUX.2 [flex] produced a professional, clean, and highly usable menu design with legible text and a cohesive layout, despite a slight logic error in the section headers. LongCat-Image failed to provide readable text and the resulting composition was cluttered and amateurish compared to the minimalist requirement. FLUX.2 [flex] is the clear winner for its superior visual quality and adherence to the professional design prompt.
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 [flex]
- + Excellent adherence to the 'exploded' requirement with clear mid-air suspension of all layers.
- + Superior photographic texture on the bun, meat, and vegetables.
- + Effective integration of the starburst price tag that feels part of the fiery theme.
- − The sauce droplets look slightly repetitive in their downward drip.
- − The 'MAGIC BURGER' text has a slight outer glow overlap that makes the edges look a bit fuzzy.
LongCat-Image
- + Clean and highly legible typography for the main title.
- + Creative inclusion of glowing coals at the bottom of the frame to ground the fiery theme.
- + Vibrant colors and high contrast.
- − Failed the 'exploded burger' prompt, as the burger is mostly assembled and static.
- − The starburst sticker looks like a flat 2D graphic that clashes with the 3D scene.
- − The sauce appearance is somewhat plasticky compared to the photorealism of Model A.
Verdict: FLUX.2 [flex] successfully captured the dynamic 'exploded' nature of the prompt, creating a convincing sense of motion and air between the layers. While LongCat-Image produced a clean and readable advertisement, it failed the core structural requirement of the prompt by keeping the burger almost entirely assembled. FLUX.2 [flex] is the clear winner for its superior texture detail and prompt adherence.
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 [flex]
- + Excellent text rendering with perfect spelling and grammar.
- + Captures the chalk texture and 'erased smudge' background effects very realistically.
- + Followed all prompt details including specific menu items and the date.
- − The handwriting style is a bit consistent, bordering on looking like a digital font despite the chalk texture.
LongCat-Image
- + Natural variation in lettering size and stroke weight.
- + Good environmental context showing the café interior.
- − Significant spelling errors and gibberish text throughout the board.
- − Failed to render the requested menu items accurately.
- − Did not include the full text for the final item.
Verdict: FLUX.2 [flex] followed every part of the prompt perfectly, rendering complex text without a single spelling error and maintaining a consistent chalk aesthetic. LongCat-Image struggled significantly with text legibility, producing multiple gibberish words and failing to accurately list the requested menu items. FLUX.2 [flex] is the clear winner for its superior prompt adherence and clarity.
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 [flex]
- + Perfect adherence to the unusual 'horse on top' request
- + High cinematic quality with vibrant lighting and colors
- + Anatomically coherent integration of the horse riding the man
- − The astronaut's hands merging with the horse's legs is slightly messy
LongCat-Image
- + Good clarity on the astronaut suit and equipment
- + Clean rendering of the lunar/planetary surface
- − Failed the core prompt instruction of 'horse on top'
- − Included nonsensical artifacts like the distorted flying objects in the background
- − Lacks the cinematic/surreal feel requested
Verdict: FLUX.2 [flex] successfully followed a challenging and specific logic constraint (horse on top, not vice versa), whereas LongCat-Image completely ignored it and produced a standard astronaut-on-horse image. FLUX.2 [flex] also provided a much more detailed and aesthetically pleasing 'cinematic' style as requested.
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 [flex]
- + Excellent anthropomorphic integration of the capybara's hands on the wheel.
- + Strong composition with a clear focus on the passenger's expression in the background.
- + Highly realistic lighting and materials for the taxi interior and the capybara's fur.
- − The capybara's hands are slightly more human-like than animal-like, though functional for the prompt.
LongCat-Image
- + Accurately depicts the capybara with claws/paws on the wheel.
- + Includes multiple people in the back for a sense of a busy city environment.
- + Good rendering of the New York night background bokeh.
- − The passenger on the right appears to have a ghosted or partially transparent arm/hand near the phone.
- − The capybara's anatomy where the neck meets the jacket looks slightly disconnected.
- − The steering wheel has some warped geometry near the top left.
Verdict: FLUX.2 [flex] is the superior model because it produces a cleaner, more coherent image with realistic human-animal interaction and better lighting. While LongCat-Image handled the capybara's paws well, it suffered from noticeable artifacts in the human passengers and anatomical Clipping issues with the driver's clothing.
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 [flex]
- + Excellent typography with perfect spelling and professional layout.
- + Subtle and sophisticated vintage parchment aesthetic.
- + Balanced composition with high-quality atmospheric lighting.
- − The thorns in the border are less prominent than the spiderwebs.
LongCat-Image
- + Highly visible thorns and spiderwebs as requested in the border.
- + Vibrant color palette with a clear moody night sky.
- + Captures the gothic aesthetic with twisted trees effectively.
- − Multiple spelling errors and garbled text in the event details section.
- − The scroll banner is poorly integrated into the overall design.
- − Artifacts present in the text rendering of the main title.
Verdict: FLUX.2 [flex] produced a vastly superior result by accurately rendering all requested text with professional-level typography and a cohesive vintage design. While LongCat-Image followed the visual prompts for trees and thorns well, it failed significantly on text legibility and spelling, which is critical for an 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 [flex]
- + Excellent typography and flag icon rendering.
- + Accurate interpretation of the soft, refined miniature textures.
- + Perfect adherence to the light blue background prompt.
- − The sushi elements look slightly like play-dough or clay rather than realistic PBR materials.
LongCat-Image
- + Beautiful material rendering on the salmon and tuna with subsurface scattering effects.
- + Stronger 3D depth and realistic miniature feel on the wooden base.
- + Creative inclusion of a shiso leaf garnish.
- − The flag icon is floating awkwardly and is not as clean as Model A.
- − The word 'SUSHI' is slightly misaligned with the flag.
Verdict: FLUX.2 [flex] produced a cleaner, more graphic image with superior text layout and an ultra-clean aesthetic that perfectly matches the 'solid light blue' requirement. LongCat-Image, while having more impressive material textures on the food itself, struggled with the graphic elements like the flag icon and text alignment. FLUX.2 [flex] is preferred for its professional balance between 3D art and graphic design elements.
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 [flex]
- + Successfully included all four requested animals as distinct creatures.
- + Excellent lighting effects with realistic god rays and dew sparkles on the grass.
- + Superior anatomical accuracy with lifelike textures on the fur and butterflies.
- − The fox kit has black-tipped paws which look slightly like shoes.
- − The kitten's front paw positioning is a bit awkward during the leap.
LongCat-Image
- + Very large, expressive eyes that fit the 'wholesome' vibe well.
- + Bright and vibrant color palette with clear morning sun rays.
- − Failed to include four distinct animals, merging the kitten and bunny into a 'cat with rabbit ears' hybrid.
- − The background animal anatomy is confusing and inconsistent.
- − Butterflies have a more digital, less photorealistic appearance compared to the animals.
Verdict: FLUX.2 [flex] is the clear winner as it correctly followed the prompt to include a puppy, kitten, bunny, and fox kit as four separate entities. LongCat-Image failed significantly on the prompt adherence by merging two of the required animals into a strange hybrid creature. FLUX.2 [flex] also achieved a much higher level of photorealism and environmental detail.
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 [flex]
- + Excellent typography with perfect spelling and accent marks
- + Clean vector aesthetic that matches the minimalist request
- + Perfect balance and composition of all requested elements
- − The subtle texture on the background is almost invisible
LongCat-Image
- + Strong implementation of retro texture and shading style
- + Bold, illustrative quality
- − Repetitive and messy typography with 'Caffè' written twice and overlapping the cloche
- − Lacks the minimalist quality requested in the prompt
- − Cluttered composition with a very busy background
Verdict: FLUX.2 [flex] delivered a professional, clean, and perfectly spelled logo that adheres strictly to the 'minimalist' and 'vector' requirements. In contrast, LongCat-Image produced a cluttered design with repetitive text and a chaotic layout that ignored the minimalist instruction. FLUX.2 [flex] is the clear winner for its superior typography and design balance.
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 [flex]
- + Excellent typography with perfectly legible text and correct spelling.
- + Highly professional flat-vector aesthetic that matches the 'modern infographic' request.
- + Accurate step-by-step logic and iconography for a space mission.
- − Missing the final 6th step (Landing) as requested in the prompt.
- − The 'Translunar' icon is repeated/duplicated across two sections of the layout.
LongCat-Image
- + Includes a clear representation of the lunar landing on the surface.
- + Follows the requested color palette reasonably well.
- − Severe text rendering issues with illegible gibberish.
- − The layout is cluttered and does not follow the requested sequential 6-step infographic structure.
- − The iconography is inconsistent, featuring generic shuttle-like rockets instead of mission-accurate designs.
Verdict: FLUX.2 [flex] produced a high-quality, professional-grade infographic with excellent text and clean vector lines, although it missed the final landing step. LongCat-Image failed significantly on text rendering, layout logic, and the specific iconography requested for the Saturn V. FLUX.2 [flex] is the clear winner for its superior visual clarity and adherence to the professional design style.
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6B parameter image generation model excelling at rendering multilingual text directly in generated images