Black Forest Labs' 12-billion parameter multimodal flow transformer for in-context image generation and editing with character consistency, typography handling, and commercial-ready quality
Settled by community votes across 17 shared challenges, with an AI judge weighing in on each.
FLUX.1 Kontext [pro]
#41 of 62 in Text-to-Image
Wan 2.7 Pro
#37 of 62 in Text-to-Image
Where the votes landed
FLUX.1 Kontext [pro]
0%
win rate
Ties
0%
Wan 2.7 Pro
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.1 Kontext [pro]
- + Excellent adherence to lighting instructions with a clear soft light from the left.
- + The glass cube has realistic, thin edges that look like high-quality acrylic or glass.
- + Clean composition with a modern aesthetic.
- − The blue sphere appears slightly fuzzy or felt-like rather than smooth.
- − The cube structure is a bit too minimalist, lacking realistic thickness on the bottom pane.
Wan 2.7 Pro
- + Naturalistic and detailed textures on the wooden table and the green fern.
- + The blue sphere has realistic marble-like reflections and a shadow on the floor of the cube.
- + Very thick, realistic glass panes that show physical weight.
- − The red book is slightly clipped at the top edge of the frame.
- − The green plant is so dense it slightly overwhelms the background composition.
Verdict: Both models followed the prompt perfectly, including all spatial relationships and colors. FLUX.1 Kontext [pro] offers a cleaner, more minimalist look with very accurate lighting, while Wan 2.7 Pro provides richer textures and more realistic material properties for the glass and wood. Wan 2.7 Pro is the likely winner for its superior handling of physical details like the sphere's reflection and the weathered wood grain.
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.1 Kontext [pro]
- + Excellent shallow depth of field and bokeh
- + Superior skin texture and natural lighting
- + Captures the 'cinematic' feel with better atmosphere
- − The man appears to be riding or leaning on the bike rather than actively 'repairing' it
- − Lack of significant motion blur on background vehicles
Wan 2.7 Pro
- + Better adherence to the 'repairing' action with hands positioned on the handlebar mechanics
- + Full-body composition shows more of the red bicycle structure
- + Stronger puddles and rain reflections on the pavement
- − Skin texture looks slightly too smooth or digital for a 'no stylization' request
- − The background cars and architecture appear too sharp for a 50mm shallow depth of field
- − Missing the requested 'motion blur' on passing cars
Verdict: FLUX.1 Kontext [pro] produces a much more photorealistic and cinematic image with natural skin textures and a professional depth of field, though the subject isn't clearly repairing the bike. Wan 2.7 Pro adheres better to the 'repairing' part of the prompt by showing the man's interaction with the bicycle's mechanical parts, but the overall image quality feels more like a generic AI generation with flatter lighting and less convincing photographic realism.
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.1 Kontext [pro]
- + Excellent facial anatomy and skin texture with very lifelike eyes.
- + Very ornate and finely detailed engraving on the plate armor.
- + Superior lighting and depth of field that feels professional and cinematic.
- − Largely ignores the 'small beads' request for the hair.
- − The dirt and scars on the skin are very subtle compared to the prompt's 'battle-worn' request.
Wan 2.7 Pro
- + Perfect adherence to the 'hair braided with small beads' instruction.
- + Stronger interpretation of the 'battle-worn' theme with more visible scars and grime.
- + Shows more of the armor and leather straps, showcasing varied textures well.
- − The lighting is somewhat flat and harsh compared to the atmospheric glow in Model A.
- − Facial features and skin texture look slightly more processed and less organic.
Verdict: Wan 2.7 Pro followed the specific prompt details much more closely, particularly the beads in the hair and the battle-worn skin textures. However, FLUX.1 Kontext [pro] produced a more aesthetically pleasing portrait with superior lighting and realistic skin detail, despite missing the specific bead requirement. Wan 2.7 Pro is the winner for its better adherence to all elements of the prompt while maintaining high visual quality.
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.1 Kontext [pro]
- + Excellent font legibility for the section headers
- + Clean and spacious layout that feels very modern and minimal
- + Follows the specific prompt request for appetizers/pizza/mains sections precisely
Wan 2.7 Pro
- + Features a proper grid of food photos as requested
- + More realistic and varied food photography
- + Includes many complete graphic design elements like a QR code, social icons, and branding
- − Text is small and largely illegible placeholder gibberish
- − The layout is quite busy, bordering on cluttered rather than minimalist
- − The 'sections' are buttons at the top rather than distinct content blocks
Verdict: FLUX.1 Kontext [pro] adheres better to the minimalist prompt, delivering a layout that uses whitespace effectively and maintains high legibility for large headers. However, Wan 2.7 Pro better satisfies the 'grid' requirement of the prompt and provides a more comprehensive, realistic 'menu mockup' feel, even if the text quality is lower. Overall, FLUX.1 Kontext [pro] is more successful as a design template, while Wan 2.7 Pro is a more detailed visual representation of a finished product.
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.1 Kontext [pro]
- + Excellent photorealistic texture on the meat and bun.
- + Vibrant glowing text effects that integrate well with the lighting.
- + Strong 'fiery' atmosphere with realistic embers and smoke.
- − The burger is not truly 'exploded'; the components are mostly touching rather than suspended in mid-air.
- − The price appears twice, which was not requested.
- − Missing the starburst element for the price.
Wan 2.7 Pro
- + Captures the 'exploded' view perfectly with all ingredients suspended in mid-air.
- + Includes all requested text elements, including the starburst for the price.
- + Good variety of ingredients shown including onions and cucumbers not explicitly mentioned but adding to the 'magic' feel.
- − The 'fiery' effect on the text looks like a filter rather than a realistic glow.
- − Visual quality is slightly more 'digital illustration' than 'photorealistic' compared to Image A.
- − The background fireballs in the corners look a bit pasted on.
Verdict: Wan 2.7 Pro followed the complex layout instructions much better, successfully rendering the 'exploded' burger and the starburst element. While FLUX.1 Kontext [pro] produced a more photorealistic image with superior lighting, it failed to separate the burger components and duplicated the price text.
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.1 Kontext [pro]
- + Excellent chalk texture and realistic varied line weights.
- + Perfect spelling on the main menu items.
- + Realistic wooden frame and focus depth.
- − The cursive requirement for the title was not fully met (all caps used).
- − Extremely poor spelling in the footer text ('ous gluten tree').
Wan 2.7 Pro
- + Beautiful cursive elements in the title as requested.
- + Comprehensive text accuracy across the entire board including the footer.
- + Strong aesthetic composition with background cafe elements.
- − The font looks slightly more like a digital brush than a physical chalk stick.
- − The 'O' in 'OCTOPUS' and 'P' in 'APRIL' have slight digital artifacts.
Verdict: Wan 2.7 Pro is the clear winner as it correctly followed the instruction for cursive handwriting in the title and maintained perfect spelling throughout. While FLUX.1 Kontext [pro] captured the physical texture of chalk and board more realistically, its failure in the footer text and lack of cursive elements makes it less successful overall.
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.1 Kontext [pro]
- + Excellent adherence to the 'horse on top' spatial instruction
- + Cinematic lighting and high-quality textures on the space suit
- + Creative surrealism with the astronaut's feet turning into hooves
- − Internal logic error where a smaller astronaut is also riding the horse while the horse rides a larger astronaut
Wan 2.7 Pro
- + High resolution and clear detail on the horse and space suit
- + Pleasant composition with many planets in the background
- − Failed the primary spatial instruction of 'horse on top'
- − Standard interpretation lacks the surreal edge requested in the prompt
Verdict: FLUX.1 Kontext [pro] successfully followed the difficult 'horse on top' instruction, creating a truly surreal image despite some confusing nested elements. Wan 2.7 Pro completely ignored the positional constraint, providing a generic, albeit high-quality, image of an astronaut riding a 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.1 Kontext [pro]
- + Captures a very calm and professional expression on the capybara as requested.
- + Shows a more intimate close-up that highlights the textures of the fur and jacket.
- + Has a more cinematic lighting style that fits a New York at night theme.
- − The passenger is not holding a phone and appears to be making a phone call instead.
- − The steering wheel placement and the paw reaching for it are slightly less coherent than the other model.
Wan 2.7 Pro
- + Excellent adherence to details like the passenger looking at her phone with a bored expression.
- + The composition clearly shows both the driver and the passenger in a way that tells the story effectively.
- + The capybaras paws are placed realistically on the steering wheel.
- − The capybara's hands look slightly more primate-like than typical capybara paws.
- − The background blurred lights are a bit busier, which slightly distracts from the main subjects.
Verdict: Wan 2.7 Pro is the winner due to its superior adherence to the prompt's specific details, particularly the businesswoman's phone usage and bored expression. While FLUX.1 Kontext [pro] offers beautiful lighting and textures, Wan 2.7 Pro successfully captures the 'normalcy' of the surreal scene by properly composing both characters in a clear narrative.
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.1 Kontext [pro]
- + Excellent cinematic lighting with a moody, dark parchment aesthetic.
- + Strong gothic typography that fits the vintage theme perfectly.
- + Successfully integrates all requested elements, including the twisted trees and bats, into a cohesive layout.
- − Includes a line of hallucinated text ('Your: Vorkleat: Iight & Spans') between the date and time.
- − The border, while intricate, is less distinct than the one in the competing model.
Wan 2.7 Pro
- + Perfect text rendering with no spelling errors or hallucinations.
- + Highly detailed and polished border featuring webs, thorns, and additional thematic elements like pumpkins and lanterns.
- + Closer adherence to the 'dark parchment' request with the visible aged paper edges.
- − The lighting is a bit flat and illustrative rather than the requested 'cinematic' style.
- − The composition feels slightly crowded with the addition of unrequested elements like the cauldron and books.
Verdict: Both models followed the complex prompt very well, but Wan 2.7 Pro is the winner due to its perfect text accuracy, whereas FLUX.1 Kontext included a line of gibberish text. Wan 2.7 Pro also interpreted the 'dark parchment' and spooky border requirements with more clarity and professional design layout, despite having a more illustrative than cinematic style.
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.1 Kontext [pro]
- + Successfully added a thick, full head of hair that matches the beard color
- + Modified facial features slightly to create a more cohesive 'younger' look
- − Significantly altered the original facial features, including eye shape and nose structure
- − Changed the glasses frames and the lighting on the face
- − Background details like the bushes and rocks have been subtly altered
Wan 2.7 Pro
- + Excellent preservation of the original facial identity and features
- + Hair texture and hairline look very natural and integrated with the scalp
- + Perfectly preserved the original background, clothing, and lighting
- − The hair volume is slightly less 'full' than Model A, though still realistic
Verdict: Wan 2.7 Pro is the clear winner because it correctly treated the task as an image edit, maintaining the subject's identity and the surrounding environment perfectly while adding realistic hair. FLUX.1 Kontext [pro] essentially regenerated the entire image, significantly changing the man's facial features and the background details despite the instruction to preserve them.
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.1 Kontext [pro]
- + Excellent typography style that matches the 3D cartoon aesthetic
- + Solid diorama base as requested in the prompt
- + Clean and simple composition with high clarity
- − The rice texture looks more like pearls than grains
- − The flag icon is stylized and slightly warped
Wan 2.7 Pro
- + More variety of sushi types (Maki, Nigiri, Gunkan) with great texture
- + Very clean professional graphic design for the text and icons
- + Realistic PBR material response on the plate and fish
- − The background is cluttered with small extra elements and chopsticks
- − Missing the 'raised diorama base', putting the plate directly on the background
Verdict: Both models followed the text instructions perfectly. FLUX.1 Kontext [pro] captured the 'isometric miniature diorama' aesthetic more effectively by including the wooden base, whereas Wan 2.7 Pro produced higher quality sushi assets and more professional font rendering but missed the diorama requirement and added unwanted extra items.
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.1 Kontext [pro]
- + Excellent preservation of the source image's clothing and pose
- + Accurately captures the subject's facial features in a caricature style
- − Completely misses all thematic requirements including the job, hockey, and dogs
Wan 2.7 Pro
- + Successfully incorporates all prompt elements including TV anchor role, hockey, and dogs
- + Effective caricature style with exaggerated features and humorous elements like the hockey-stick microphone
- − Loses the source image's clothing and pose by replacing it with a full suit
- − The text bubbles are a bit literal and clutter the composition
Verdict: FLUX.1 Kontext [pro] creates a great stylistic caricature of the person but fails to follow the content instructions, ignoring the job and hobbies entirely. Wan 2.7 Pro successfully creates a thematic caricature that includes the TV setting, dogs, and hockey elements, despite changing the original outfit to fit the new scene.
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.1 Kontext [pro]
- + Excellent soft lighting and bokeh effect.
- + Consistent high-quality fur texture across all animals.
- − Failed to include a distinct bunny, providing a second cat-like creature with long ears instead.
- − The composition is static and lacks the 'playfully chasing' action requested.
Wan 2.7 Pro
- + Successfully included all four distinct animal species requested.
- + Followed the action prompt much better with dynamic 'tumbling' and 'chasing' poses.
- + Exceptional rendering of god rays and dew sparkles.
- − The fox's front paw has a slightly awkward anatomical merging with the grass/bunny area.
- − The butterfly wings are a bit thick and less delicate than model A.
Verdict: Wan 2.7 Pro is the clear winner as it successfully rendered all four requested animals (Golden Retriever, tabby kitten, baby bunny, and fox kit) in a dynamic, playful scene. FLUX.1 Kontext [pro] failed the prompt by omitting a realistic bunny and produced a static portrait rather than a scene of movement.
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.1 Kontext [pro]
- + Expertly captures the Studio Ghibli anime aesthetic with clean line art and flat cel shading.
- + Excellent preservation of the original meme composition and character poses.
- + Effective use of watercolor paper textures for a hand-painted feel.
- − The man's facial expression is slightly more neutral/sad than the 'distracted' look in the source.
Wan 2.7 Pro
- + Strong watercolor texture application across the entire image.
- + High fidelity to the original facial structures and expressions.
- + Accurate preservation of clothing details and color palette.
- − The style leans more towards Western watercolor illustration than the specific 'Studio Ghibli' anime aesthetic requested.
- − Line work is a bit scratchy compared to the smooth lines typical of Ghibli films.
Verdict: FLUX.1 Kontext [pro] is the winner because it successfully translated the image into the specific Studio Ghibli anime style requested, characterized by clean line work and specific character design tropes. While Wan 2.7 Pro created a high-quality watercolor illustration that stayed very true to the source faces, it lacked the iconic 'Ghibli' look found in the first model.
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.1 Kontext [pro]
- + Excellent preservation of the woman's facial features and the dog's expression.
- + Convincing hair wind effects that look natural to the pose.
- + Maintains original lighting and color balance perfectly.
- − The flying leaves are sparse and somewhat small.
- − Very subtle change in the dog's right ear that looks slightly clipped.
Wan 2.7 Pro
- + Very dynamic hair motion that feels high-energy.
- + Includes a larger quantity of flying leaves which adds to the requested energetic feel.
- + Preserves the overall composition and background of the original image well.
- − Slightly alters the woman's facial features, making her eyes look a bit different from the source.
- − Some leaves look unnaturally blurry or randomly placed in the foreground.
Verdict: Both models followed the instructions well, but FLUX.1 Kontext [pro] did a superior job of preserving the identity of the woman and the specific look of the dog. While Wan 2.7 Pro created more dramatic wind and more leaves, it slightly drifted away from the original facial features, making FLUX.1 Kontext [pro] the better choice for a faithful edit.
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.1 Kontext [pro]
- + Excellent typography with correct spelling.
- + Achieves a clean, minimalist vector aesthetic.
- + Perfectly follows the color scheme and texture requirements.
- − Contains a small typo in the banner ('EEST' instead of 'EST').
Wan 2.7 Pro
- + Beautifully detailed etching style for the cloche and steam.
- + Elegant circular composition suitable for a premium brand.
- + Accurate text rendering for the date banner.
- − Misspelled the main brand name as 'Florion' instead of 'Florian'.
- − Less minimalist than requested, leaning more into ornate illustrative design.
Verdict: FLUX.1 Kontext [pro] followed the minimalist vector emblem style much better than its competitor, despite a minor typo in the 'EST' banner. Wan 2.7 Pro created a more ornate illustration that failed the primary brand name spelling check ('Florion').
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.1 Kontext [pro]
- + Strong artistic vector style with a dynamic composition.
- + Follows the NASA-inspired color palette effectively.
- − Poor information architecture with nonsensical labels like '2 far Collins' and Saturn rings on the Moon.
- − Confusing diagram logic that doesn't clearly represent the sequential steps requested.
- − Text is messy and includes numerous spelling and formatting errors.
Wan 2.7 Pro
- + Excellent adherence to the infographic structure with a clear top-to-bottom flow.
- + High-quality text rendering and accurate data labels (e.g., date, velocity, orbital period).
- + Consistent iconography for all six requested steps including the Saturn V and Lunar Module.
- − Minor typo in the label 'DESCRIPT' instead of 'DESCENT'.
- − The vertical layout leaves significant empty space on the sides.
Verdict: Wan 2.7 Pro is the clear winner as it produced a functional, legible, and accurate infographic following every step and icon request in the prompt. While FLUX.1 Kontext [pro] has a nice artistic landing page feel, its infographic elements are scientifically nonsensical (placing Saturn rings around the Moon) and the text is garbled. Wan 2.7 Pro provides a sophisticated design with actual historical data points and crisp iconography.
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Alibaba's Wan 2.7 Pro image generation and editing model with higher-quality outputs and support for 4K image generation