Distilled version of Black Forest Labs' FLUX.2 [dev] outperforming it at a cheaper price. Developed by fal.ai.
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
FLUX.2 [dev] Turbo
#4 of 62 in Text-to-Image
LongCat-Image
#61 of 62 in Text-to-Image
Where the votes landed
FLUX.2 [dev] Turbo
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 [dev] Turbo
- + Excellent realism with convincing textures on the weathered wooden table and glass surface.
- + Accurate lighting that follows the prompt and interacts naturally with the glass.
- − The glass cube has some structural inconsistencies at the back corners.
- − The blue sphere is slightly small in scale relative to the cube.
LongCat-Image
- + Perfect geometric symmetry for the glass cube's edges and corners.
- + Vibrant colors and high clarity in the subject matter.
- − The lighting is a bit flat and doesn't quite capture the 'soft window light' as naturally as its competitor.
- − The placement of the sphere appears somewhat superimposed rather than integrated.
Verdict: FLUX.2 [dev] Turbo produced a more photorealistic image with superior textures and lighting, whereas LongCat-Image opted for a cleaner, more sterile look with better geometric accuracy. FLUX.2 is preferred for its convincing material rendering and more natural inclusion of the plant behind 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 [dev] Turbo
- + Excellent adherence to all prompt elements including motion blur and rain texture
- + Superior realism in skin texture and clothing materials
- + Intricate detail on the bicycle and tools on the ground
- − The hand interacting with the brake cable has some minor structural clipping
- − The front wheel is slightly distorted where it touches the pavement
LongCat-Image
- + Dynamic composition with good use of light and reflections
- + Captures the 'candid' feel with the side profile
- − Major anatomical failure with three wheels on the bicycle
- − Rain effect looks like vertical streaks rather than a natural atmosphere
- − The car in the background lacks the requested motion blur, appearing static
Verdict: FLUX.2 [dev] Turbo followed the prompt with high precision, successfully rendering the requested motion blur on passing cars and realistic skin textures. In contrast, LongCat-Image failed significantly on the mechanical structure of the bicycle, generating three wheels, and missed the specific request for motion blur on the vehicles.
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 [dev] Turbo
- + Exquisite texture on leather straps and engravings
- + Highly lifelike eyes and skin pores
- + Dynamic composition with a visible torch source and bokeh
- − The scars appear slightly more like superficial face paint in some areas
LongCat-Image
- + Clean engraving designs on armor
- + Good depiction of beads within thick braids
- − The face looks significantly younger and less battle-worn than requested
- − Lower skin and leather texture detail compared to model A
- − Armor lighting feels more generic
Verdict: FLUX.2 [dev] Turbo excels in rendering realistic textures, particularly in the leather straps and the weathered skin, which aligns perfectly with the 'battle-worn' prompt. While LongCat-Image provides a clean interpretation, it feels more like a fantasy character model and lacks the gritty realism and fine detail of the eyes and metal found in the FLUX.2 image.
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 [dev] Turbo
- + Excellent typography with clean, legible sans-serif fonts
- + Balanced professional grid layout
- + High-quality, coherent food photography
- − Prices are unrealistic (e.g., $250 for a pizza)
- − The main header contains some nonsensical filler text
LongCat-Image
- + Strong use of vibrant accent colors as requested
- + Creative use of circular and rectangular photo frames
- − Text consists of illegible gibberish and distorted characters
- − The layout is cluttered and lacks professional hierarchy
- − Food images have significant AI artifacts and lack clarity
Verdict: FLUX.2 [dev] Turbo produces a much more realistic and professional menu that follows the 'modern minimalist' prompt with clean lines and high-quality imagery. LongCat-Image fails significantly on text rendering, producing illegible characters, and lacks the professional polish required for a graphic design task.
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 [dev] Turbo
- + Excellent exploded view with clear separation between all layers.
- + Superior fiery text effects that look integrated into the scene.
- + High level of photographic realism in the textures of the meat and vegetables.
- − The sauce droplets look slightly static and heavy.
LongCat-Image
- + Strong vibrant colors with a very 'pop' retail aesthetic.
- + Good rendering of the fiery coal background.
- − Fails the 'exploded' instruction as the burger is mostly assembled.
- − Text rendering is slightly messy with overlapping glow effects.
- − The starburst design is very basic and looks like a generic sticker.
Verdict: FLUX.2 [dev] Turbo followed the prompt much more accurately, successfully creating a dynamic exploded-view burger where all layers are suspended in mid-air. LongCat-Image failed to properly separate the burger components and had lower quality typography. FLUX.2 also achieved a more professional, photorealistic aesthetic that feels like a high-end food advertisement.
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 [dev] Turbo
- + Excellent text rendering with near-perfect spelling of complex menu items.
- + Authentic chalk texture and natural handwriting style that matches the prompt's request for variations.
- + Strong source preservation of the cafe aesthetic with realistic lighting and smudge marks on the board.
- − The word 'Cookies' is repeated on a new line when it wasn't specified in the list text.
- − Minor layout crowding on the third item.
LongCat-Image
- + Good composition and depth of field in the cafe background.
- + Captures the general aesthetic of a chalk board on an easel.
- − Severe spelling errors and garbled text across the entire board.
- − Text appears more like a digital brush than authentic chalk handwriting.
- − Failed to follow the specific text string requested in the prompt.
Verdict: FLUX.2 [dev] Turbo followed the prompt nearly perfectly, rendering the specific and complex text provided with high accuracy and authentic chalk textures. LongCat-Image failed significantly on the text-to-image challenge, producing nonsensical words and failing to adhere to the requested menu items.
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 [dev] Turbo
- + Excellent cinematic lighting and textures
- + Highly detailed rendering of the spacesuit and horse fur
- + Dramatically captures the 'surreal' aspect by having the horse gallop through space
- − Failed the negative constraint: the astronaut is riding the horse, not the horse riding the astronaut
LongCat-Image
- + Good clarity and sharp edges
- + Includes multiple sci-fi elements like spaceships and rovers
- + Decent composition with a clear background/foreground separation
- − Failed the negative constraint: the astronaut is riding the horse
- − Visual quality looks more like a collage than a cohesive cinematic shot
- − The horse's legs and hooves have anatomical issues
Verdict: Both models completely failed to follow the trick prompt instruction ('horse on top, not vice versa'), instead providing standard images of astronauts riding horses. However, FLUX.2 [dev] Turbo is the superior image due to its exceptional cinematic quality, lighting, and realistic textures, whereas LongCat-Image looks like a flat, digital composite with several anatomical flaws in the horse.
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 [dev] Turbo
- + Excellent photorealism in the capybara's fur and the woman's clothing.
- + Captures the 'bored' expression of the passenger perfectly as requested.
- + Realistic taxi sign and interior lighting.
- − The passenger is technically in the front seat, not the back seat as requested.
- − The capybara's hands look more like primate hands than capybara paws.
LongCat-Image
- + Correctly places the passenger in the back seat.
- + Good side-profile composition that shows the Manhattan street environment.
- + High detail on the capybara's fur texture.
- − The passenger is distorted with an extra arm and a duplicate head blending into the background.
- − The taxi sign features garbled, nonsensical text.
- − The capybara's hand is poorly rendered and appears to be melting into the steering wheel.
Verdict: While LongCat-Image followed the spacial instructions better by placing the passenger in the back seat, FLUX.2 [dev] Turbo is the superior image due to its high technical quality. LongCat-Image suffers from significant anatomical distortions, specifically a third arm and a double-headed passenger, whereas FLUX.2 [dev] Turbo produced a clean, photorealistic image despite the seating error.
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 [dev] Turbo
- + Excellent typography and spelling throughout all requested fields
- + Superb gothic atmosphere with a unified dark color palette
- + Professional composition that feels like a real invitation
- − The thorns in the border are slightly repetitive/uniform
LongCat-Image
- + Dynamic border elements with sharp thorns
- + Central pumpkin illustration is vibrant and well-lit
- − Significant text errors including 'The Armiees' instead of 'The Arches'
- − Messy layout where the secondary banner overlaps the main header
- − Visual artifacts around the cutout edges of the parchment
Verdict: FLUX.2 [dev] Turbo followed the prompt perfectly, delivering accurate text and a cohesive, professional aesthetic. LongCat-Image struggled with the specific event details and had several typographical errors, resulting in a less polished final product.
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 [dev] Turbo
- + Excellent PBR materials with realistic rice and fish textures.
- + Perfect alignment and execution of the text and flag layout.
- + High-quality lighting that creates a realistic miniature photography look.
- − The 'miniature 3D cartoon' style leans more towards realism than cartoonish.
LongCat-Image
- + Successfully captures the specified '3D cartoon' miniature style.
- + Includes a waving flag icon as requested.
- + Clean, colorful presentation with good isometric framing.
- − The textures look a bit like plastic or clay rather than refined PBR materials.
- − The 'JAPAN' text is slightly off-center compared to the 'SUSHI' text.
- − The rice grains appear as uniform beads, lacking texture detail.
Verdict: FLUX.2 [dev] Turbo produces a much more polished image with superior text rendering and highly realistic textures that hit the 'refined' prompt requirement perfectly. While LongCat-Image better captures the 'cartoon' aspect of the prompt, its overall material quality and layout precision are lower than those of the Flux model.
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 [dev] Turbo
- + Perfectly includes all four requested animals (dog, cat, bunny, fox).
- + Superior fur texture and hyper-photorealistic rendering.
- + Dynamic and coherent composition with realistic 'tumbling' interaction.
- − The kitten's facial expression is slightly distorted in the mouth area.
LongCat-Image
- + Strong golden hour lighting and clear 'god rays' as requested.
- + Cute and clean character design.
- − Failed to include a rabbit, instead merging rabbit ears onto the kitten.
- − The fox has three front paws/limbs visible.
- − Less realistic fur texture compared to Model A.
Verdict: FLUX.2 [dev] Turbo followed the prompt precisely, including all four specific animals with realistic fur textures and a natural-looking meadow scene. LongCat-Image failed on prompt adherence by missing the bunny and creating a 'cabbit' hybrid, while also exhibiting anatomical errors in the fox's legs. FLUX.2 is the clear winner for its superior realism and accuracy.
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 [dev] Turbo
- + Excellent typography including the grave accent on 'Caffè'.
- + Perfect adherence to the minimalist vector emblem style.
- + High visual clarity and professional composition.
- − The 'subtle texture' on the background is slightly more pronounced than requested.
LongCat-Image
- + Dynamic steam effects and sunburst lines create energy.
- + Good use of the prescribed warm brown and cream color palette.
- − Severe text repetition with 'Caffè' appearing twice and overlapping the cloche.
- − Cluttered composition that lacks the requested minimalism.
- − The cloche dome rendering is less symmetrical and more chaotic.
Verdict: FLUX.2 [dev] Turbo followed all instructions perfectly, creating a professional, balanced, and stylistically accurate logo. LongCat-Image failed on the minimalist requirement, suffered from significant text duplication errors, and lacked the clean vector aesthetic requested in the prompt.
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 [dev] Turbo
- + Excellent typography with mostly accurate spelling for main titles and names.
- + Complex but clear composition that follows all requested infographic steps.
- + High-quality vector aesthetic with consistent detailing across icons.
- − Includes some redundant icons and labels that clutter the middle section.
- − Literal interpretation of 'Saturn Vicon' as text instead of just the icon name.
LongCat-Image
- + Clean, minimalist layout with a strong focus on the palette.
- + Good use of flat-vector style for the central illustrations.
- − Poor text rendering with severe misspellings and garbled characters.
- − Failed to include the specific steps and icons requested in the prompt.
- − Low informational value compared to the complex task request.
Verdict: FLUX.2 [dev] Turbo significantly outperformed LongCat-Image by following the complex multi-step prompt and maintaining human-readable text. FLUX.2 correctly identified the mission phases and astronaut names, whereas LongCat-Image produced gibberish text and ignored the specific infographic sequence requested.
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6B parameter image generation model excelling at rendering multilingual text directly in generated images