Fast distilled version of Black Forest Labs' FLUX.2 [dev] optimized for speed and cost efficiency.
Settled by community votes across 17 shared challenges, with an AI judge weighing in on each.
FLUX.2 [dev] Flash
#7 of 62 in Text-to-Image
Z-Image Turbo
#12 of 62 in Text-to-Image
Where the votes landed
FLUX.2 [dev] Flash
66.7%
win rate
Ties
0.0%
Z-Image Turbo
33.3%
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] Flash
- + Excellent adherence to all prompt elements including the lighting direction.
- + Superior glass rendering with realistic thickness and slight imperfections.
- + Very high level of detail on the book texture and the plant foliage.
- − The plant is slightly more to the side than 'behind', though still visible through the glass.
Z-Image Turbo
- + Correct placement of all objects as requested in the prompt.
- + Clean and simple composition.
- − Noticeable anatomical error on the book where the corners and spine are poorly defined.
- − The plant in the background is very blurry and lacks clear definition.
- − The lighting is flat compared to the requested 'soft window light'.
Verdict: FLUX.2 [dev] Flash significantly outperforms Z-Image Turbo in terms of realism and detail. While both models followed the spatial instructions of the prompt, FLUX.2 produced a much higher quality image with realistic glass physics, detailed textures on the book and plant, and convincing lighting, whereas Z-Image Turbo struggled with the geometry of the book and had a muddy background.
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] Flash
- + Excellent adherence to the 'repairing' aspect of the prompt with visible tools and focused interaction.
- + Superb skin texture and realistic, weathered hands.
- + Strong implementation of motion blur on background vehicles and light reflections.
Z-Image Turbo
- + Good candid framing and natural posture of the man.
- + Clean background with appropriate rain effects.
- + Accurate red bicycle color as requested.
- − Does not show the man repairing the bike; he is simply standing over it.
- − The character's hands and face lack the high-fidelity 'natural skin texture' requested.
- − Composition is a bit static compared to the cinematic request.
Verdict: FLUX.2 [dev] Flash is the clear winner as it followed every detail of the prompt, including the motion blur and the specific action of 'repairing' the bicycle with tools on the ground. Z-Image Turbo produced a decent image, but the man is just holding the bike, and the level of photographic detail in the skin and reflections is significantly lower.
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] Flash
- + Excellent adherence to the 'beads in hair' prompt with colorful details
- + Highly detailed engraving on the plate armor
- + Realistic skin texture and lifelike eyes
- − The scars look a bit more like surface blood/paint than actual physical scarring
Z-Image Turbo
- + Strong cinematic lighting and atmosphere
- + Realistic battle-worn appearance with more convincing skin blemishes
- + Intricate detail on the cloth/chainmail layers
- − The beads in the hair are less prominent and lack color variety
- − The engraving on the armor is slightly less crisp than Model A
Verdict: Both models performed exceptionally well on this complex prompt. FLUX.2 [dev] Flash delivered a more direct interpretation of the 'beads' and 'engraving' requests with incredible sharpness, while Z-Image Turbo created a more atmospheric, cinematic shot with superior lighting integration. FLUX.2 [dev] Flash is the winner for its superior texture rendering on the armor and clearer adherence to the specific hair detailing requested.
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] Flash
- + Excellent photo quality with realistic depth and appetizing food presentation.
- + Strong adherence to the 'vibrant accents' request with the use of colorful frames.
- + Includes all requested sections including appetizers, pizza, and mains.
- − Confusing layout where several photos appear under the 'Appetizers' heading but are clearly pizzas.
- − Text rendering is slightly garbled in the body sections.
Z-Image Turbo
- + Clearer grid layout that feels more like a professional menu template.
- + Good variety of food types matching the different section headers.
- + Legible bold sans-serif fonts that align well with the minimalist requirement.
- − Spelling errors in prominent headers such as 'Mans' and 'Se iiion'.
- − The food images look slightly more artificial and oversaturated compared to Model A.
Verdict: FLUX.2 [dev] Flash produced higher quality food photography, though it struggled with the logical placement of the images relative to the section headers. Z-Image Turbo followed the layout instructions better and created a more functional-looking template, despite notable spelling errors in the large text. FLUX.2 is preferred for its superior aesthetic and professional feel.
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] Flash
- + Excellent adherence to the 'exploded' and 'suspended' layout requested.
- + Superb text rendering with a realistic fiery/magical glow effect.
- + Highly photorealistic textures on the beef patty and fresh vegetables.
- − The lighting on the bottom bun is slightly inconsistent with the background light source.
Z-Image Turbo
- + Strong vibrant colors and clean, legible graphic design elements.
- + Good use of embers and smoke to create atmosphere.
- + Follows the fiery/glowing text requirement well.
- − Failed the primary layout request: the burger is stacked rather than 'exploded' with suspended components.
- − More of a digital illustration feel than the requested 'photorealistic detail'.
Verdict: FLUX.2 [dev] Flash is the clear winner as it accurately followed the complex 'exploded' composition prompt, creating a dynamic sense of motion with suspended ingredients. Z-Image Turbo produced a high-quality ad, but ignored the instruction to have components mid-air, resulting in a standard stacked burger.
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] Flash
- + Excellent chalk texture with realistic smudges and dust on the board.
- + Perfect spelling on all menu items.
- + Beautifully rendered elegant cursive that matches the requested style.
- − The layout at the bottom feels slightly cramped against the edge.
Z-Image Turbo
- + Clear and readable text layout.
- + Good contrast between the board and the chalk.
- − Spelling error: 'Mustroom' instead of 'Mushroom'.
- − The title is not in 'elegant cursive' as requested; it is a basic semi-print style.
- − Missing the chalk texture and natural variations requested, appearing more like a digital font.
Verdict: FLUX.2 [dev] Flash followed the stylistic instructions perfectly, delivering a high-quality cursive title and realistic chalk textures. Z-Image Turbo failed to use the requested cursive style for the title and included a significant spelling error in the 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] Flash
- + Excellent cinematic lighting and atmospheric depth in the background
- + Captures the 'surreal' aspect with dust clouds and multiple planets
- + High level of detail on the space suit and horse's mane
- − Failed the negative constraint; the astronaut is riding the horse instead of vice versa
Z-Image Turbo
- + Clean visual quality with sharp focus on the subjects
- + Good texture rendering on the saddle and horse coat
- − Failed the negative constraint; the astronaut is riding the horse instead of vice versa
- − Composition is much flatter and less 'surreal' compared to Model A
Verdict: Both FLUX.2 [dev] Flash and Z-Image Turbo failed the complex logic of the prompt, which requested the horse to be on top of the astronaut ('horse riding astronaut'). Between the two, FLUX.2 [dev] Flash is the superior image due to its much better adherence to the 'cinematic' and 'surreal' stylistic descriptors, offering a rich background compared to the empty void in Z-Image Turbo.
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] Flash
- + Excellent photorealism in the capybara's fur and textures.
- + Accurately places the passenger in the back seat as requested.
- + Effective cinematic lighting and blurred city background.
Z-Image Turbo
- + High clarity on the capybara's facial expression.
- + Dynamic composition with a side view of the car.
- − Failed the spatial request by placing the passenger in the front seat instead of the back.
- − Capybara's paws are not correctly on the steering wheel.
- − Lighting feels a bit more artificial compared to Model A.
Verdict: FLUX.2 [dev] Flash followed the instructions more accurately, specifically by placing the passenger in the back seat and having the capybara's paws on the wheel. Z-Image Turbo struggled with the spatial layout, placing the passenger in the front seat and failing to render the paws correctly on the steering wheel.
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] Flash
- + Excellent typography rendering with almost no spelling errors
- + Integrated cohesive layout where the border and background feel like a single unit
- + Sophisticated cinematic lighting on the jack-o-lantern
- − Includes some hallucinations in the text like 'Hurk: 0s6ge'
- − Parchment texture is subtle and less paper-like than requested
Z-Image Turbo
- + Strong 'aged paper' aesthetic with burnt parchment edges
- + Very effective use of the scroll banner element throughout the design
- + Clear and legible event details
- − Spelling error in the location text ('Archves' instead of 'Arches')
- − The border of thorns and webs looks a bit detached from the main parchment poster
- − The background trees are partially cut off by the internal frame border
Verdict: FLUX.2 [dev] Flash produces a more professional and integrated illustration with superior lighting and font choices. While Z-Image Turbo captures the 'dark parchment' texture more literally, its spelling error in the location and slightly cluttered overlapping of scrolls makes FLUX.2 [dev] Flash the better overall invitation.
Bald man challenge
Image Editing“Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting.”
AI Judge Analysis
FLUX.2 [dev] Flash
- + Successfully added a large, thick head of hair as requested.
- + Preserved nearly all of the original image including the background, clothing, and facial features.
- + The hair texture matches the beard texture decently well.
- − The transition along the forehead hairline looks slightly artificial.
- − The choice of an afro style might be a bit more extreme than 'natural hair' implies for this subject.
Z-Image Turbo
- + None significant for this specific edit task.
- − Failed to provide a 'full, thick head' of hair, only adding a light buzz cut.
- − Significantly altered the facial structure, making the person look younger and different.
- − Removed the subject's glasses and changed the background landscape completely.
Verdict: FLUX.2 [dev] Flash is the clear winner as it followed the edit instructions while perfectly preserving the source image context. In contrast, Z-Image Turbo changed the person's face, removed his glasses, altered the background, and failed to add the requested volume of hair.
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] Flash
- + Perfectly followed the flag icon request with the correct Japanese flag.
- + Higher level of detail and realism in the food textures (rice grains and fish marbling).
- + Clean, professional typography that aligns better with the requested layout.
- − The sushi assembly is slightly unconventional (nigiri fish on top of maki-style rolls).
Z-Image Turbo
- + Pleasant, soft 3D cartoon style with consistent lighting.
- + Accurate isometric perspective and centered composition.
- − Incorrectly displayed the Chinese flag for a prompt titled 'JAPAN'.
- − Less detail in the texture of the rice, appearing more like generic white spheres.
- − Text rendering is slightly softer and less 'bold' compared to Model A.
Verdict: FLUX.2 [dev] Flash is the clear winner because it correctly identified and rendered the Japanese flag, whereas Z-Image Turbo rendered the flag of China. FLUX.2 [dev] Flash also provided much better texture work on the sushi, making it look like a high-quality 3D render, while maintaining very clean typography.
Over-the-top cartoon caricature
Editing“Create a caricature of me and my job. Make it exaggerated and humorous, incorporating my profession as a tv show anchor and my love for dogs and hockey.”
AI Judge Analysis
FLUX.2 [dev] Flash
- + Excellent adherence to all instructions including caricature style, news anchor setting, hockey elements, and dogs.
- + High-quality illustration with creative and humorous details like dogs in hockey gear.
- + Strong preservation of the subject's facial features within the caricature context.
Z-Image Turbo
- + Perfectly preserves the source image's style and lighting.
- + Attempts to add a dog in the background.
- − Completely fails to follow the 'caricature' styling request.
- − Fails to incorporate the 'tv show anchor' profession or the 'hockey' interest.
- − The edit is extremely subtle and misses the core of the prompt.
Verdict: FLUX.2 [dev] Flash followed the instructions perfectly, creating a vibrant and creative caricature that combined all requested elements into a cohesive scene. In contrast, Z-Image Turbo largely failed the task, producing a nearly identical copy of the source image with only a minor, blurry addition of a dog and no stylistic changes. FLUX.2 [dev] Flash is the clear winner for its creativity and complete adherence to the complex editing request.
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] Flash
- + Excellent adherence to the request for four specific types of animals plus butterflies.
- + Superior rendering of textures, particularly the individual strands of fur and the dew drops on grass.
- + Bautiful lighting with clear 'god rays' and a warm sunrise glow that feels atmospheric.
- − Includes an extra animal (a fifth creature that looks like a second bunny/kitten hybrid).
- − The butterflies look slightly pasted on rather than fully integrated into the lighting.
Z-Image Turbo
- + Accurately included one of each requested animal: puppy, kitten, bunny, and fox.
- + Wholesome and joyful expressions on the animals' faces.
- + Good sense of movement and 'tumbling' as requested in the prompt.
- − Lower technical resolution with noticeable blurring on the fur and background.
- − Lighting is a bit washed out and lacks the defined 'god rays' requested.
- − The kitten's face is somewhat distorted and anatomical details are less precise.
Verdict: FLUX.2 [dev] Flash produces a much higher quality image with stunning detail and lighting, though it fails on count by adding an extra animal. Z-Image Turbo captures the composition and animal count perfectly but lacks the '8K masterpiece' resolution and realistic fur textures found in the other model. FLUX.2 [dev] Flash is preferred for its superior aesthetic and adherence to the complex lighting and texture requirements.
Studio Ghibli Anime Style
Editing“Transform this photo into a Studio Ghibli–inspired illustration. Use soft pastel colors, hand-painted textures, gentle lighting, dreamy backgrounds, and a warm, nostalgic mood”
AI Judge Analysis
FLUX.2 [dev] Flash
- + Excellent adherence to the 'Studio Ghibli' style with hand-painted textures and warm pastel colors.
- + Maintains the core composition and character poses of the original meme perfectly.
- + Creative interpretation of the background, replacing a city street with a dreamy, nostalgic meadow and soft clouds.
- − The facial features are significantly altered to fit the anime style, losing the specific likeness of the original actors.
Z-Image Turbo
- + Successfully preserves the identity of the people in the original photograph.
- + Retains the original background setting and overall composition.
- − Completely failed the stylistic edit request, remaining a realistic photograph.
- − The image quality appears slightly softened or lower resolution compared to the source.
- − Lacks the requested pastel colors, dreamy lighting, and hand-painted aesthetic.
Verdict: FLUX.2 [dev] Flash followed the stylistic instructions perfectly, transforming the meme into a believable Studio Ghibli illustration with impressive hand-painted textures and lighting. Z-Image Turbo essentially failed the task, producing a standard photograph that looks like a low-quality version of the original with almost no stylistic changes.
Golden Hour Stroll
Image Editing“Add dynamic motion to this photo: make hair blow in the wind, add leaves flying, energetic and lively feel.”
AI Judge Analysis
FLUX.2 [dev] Flash
- + Successfully added a large volume of flying leaves across the image.
- + Significantly altered the hair to show extreme wind-blown motion.
- + Highly energetic and visible interpretation of the prompt.
- − The hair alteration is so aggressive it looks somewhat unnatural and stiff.
- − Leaves appearing directly in front of the subject's face and body disrupt the composition.
- − Low source preservation; the facial features were slightly altered during the edit.
Z-Image Turbo
- + Better preservation of the original facial features and environment.
- + Hair motion is subtle and looks more like a natural breeze.
- + The lighting remains consistent with the source image.
- − Failed to add a significant amount of flying leaves as requested.
- − The 'energetic and lively' feel is lacking compared to the prompt requirements.
- − The dog's tail and the background foliage show visible artifacts or blurring.
Verdict: FLUX.2 [dev] Flash much more successfully implemented the requested edits, adding significant motion to the hair and many flying leaves, though it slightly altered the woman's face. Z-Image Turbo was too subtle, failing to clearly show flying leaves or dynamic motion, resulting in an edit that looks very similar to the original. FLUX.2 [dev] Flash is the clear winner for following the specific creative 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.”
AI Judge Analysis
FLUX.2 [dev] Flash
- + Excellent typography with proper accent mark and banner integration
- + High-quality vector emblem style with subtle vintage grain texture
- + Very clean iconographic steam rendering
- − The Cloche dish and banner are slightly overlapping in a way that crowds the composition
Z-Image Turbo
- + Strong minimalist silhouette that works well for a logo
- + Clean execution of the requested warm brown and cream color scheme
- + Clear, legible typography
- − Failed to include the requested banner for 'Est. 1720'
- − Lack of the requested subtle texture on the background
- − The steam icon is slightly off-center
Verdict: FLUX.2 [dev] Flash followed the instructions much more precisely, including the requested banner and subtle background texture. While Z-Image Turbo produced a clean minimalist design, it ignored several specific prompt elements like the banner and texture, making FLUX.2 the clear winner.
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] Flash
- + Excellent typography rendering for the most part, including specific astronaut names.
- + Deep, consistent NASA-inspired color palette with a professional layout.
- + Strong adherence to the requested technical steps and iconography.
- − Layout is a bit cluttered with duplicate labels and overlapping elements.
- − Some minor text glitches on labels like 'Launch' and 'Moon'.
- − Non-vector elements (photorealistic earth/moon textures) clash with the flat-vector prompt.
Z-Image Turbo
- + Clean flat-vector style with very crisp lines.
- + Effective use of negative space for a modern aesthetic.
- + Follows the general iconography and color palette requested.
- − Frequent spelling errors in every label (e.g., 'Apolio', 'Translurian', 'Descenty').
- − Fails to include all six steps, skipping several specific icons like the descent trajectory.
- − Significant inaccuracies in technical representations, such as the rocket design.
Verdict: FLUX.2 [dev] Flash is the clear winner as it successfully follows the complex multi-step instructions and renders readable, mostly accurate text and technical icons. Z-Image Turbo provides a cleaner minimalist look but fails significantly on text legibility, spelling, and adherence to the specific mission steps requested.
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Tongyi-MAI's 6-billion parameter distilled text-to-image model optimized for speed, achieving high-quality generation in 8 steps or fewer with support for bilingual text rendering