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
Seedream 4.5
#9 of 62 in Text-to-Image
Where the votes landed
FLUX.1 Kontext [pro]
0.0%
win rate
Ties
0.0%
Seedream 4.5
100.0%
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 the spatial arrangement requested.
- + Clean, modern aesthetic with sharp glass edges.
- + Good photographic depth of field.
- − The blue sphere appears fuzzy/felt-like rather than smooth.
- − The cube looks more like a frame than a solid glass object in some places.
Seedream 4.5
- + Realistic glass textures and reflections.
- + Beautiful lighting and caustic effects from the sphere and cube.
- + The blue sphere is rendered with a high-quality glass finish.
- − The plant is behind the table rather than specifically 'behind the cube' in a way that shows through the glass clearly.
- − The lighting is slightly harsher than requested 'soft' light.
Verdict: Both models followed the prompt instructions accurately. FLUX.1 Kontext [pro] produced a cleaner composition with better spatial arrangement of the plant, while Seedream 4.5 excelled in material physics, creating much more realistic glass reflections and light behavior. Seedream 4.5 is the winner due to the superior quality of the textures and the way light interacts with the objects.
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 skin texture and realistic age details on the face and hands.
- + Convincing shallow depth of field that mimics a 50mm lens well.
- + Naturalistic rain effect and color grading.
- − The man is riding or holding the bike rather than repairing it.
- − Lacks the requested 'motion blur from passing cars' as background vehicles are static.
Seedream 4.5
- + Perfect adherence to the 'repairing' action and 'red bicycle' description.
- + Captures the 'motion blur from passing cars' and 'reflections on wet pavement' perfectly.
- + Excellent composition that feels like an authentic candid street photo.
- − The rain drops on the jacket look a bit like static beads rather than falling rain.
- − Slightly less realistic skin texture compared to the competitor.
Verdict: While FLUX.1 Kontext [pro] creates a stunningly realistic portrait with superior skin textures, Seedream 4.5 is the clear winner for prompt adherence. Seedream 4.5 correctly depicted the man repairing the bike and included all the atmospheric elements like motion blur and vibrant pavement reflections that FLUX ignored.
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 realism in skin texture and eyes.
- + Sophisticated engraving details on the plate armor.
- + Warm, subtle lighting that feels more natural for a portrait.
- − Failed to include the beads in the hair braids as requested.
- − The 'battle-worn' elements like scars and dirt are very faint and barely noticeable.
Seedream 4.5
- + Perfect adherence to the 'beads in braids' and 'battle-worn' prompt elements.
- + Dynamic and cinematic lighting that emphasizes the warm torchlight and metal reflections.
- + Highly intricate details on both the leather straps and the engraved armor.
- − The composition is slightly tight, cutting off the top of the head.
- − Skin textures are a bit heavily processed, bordering on a hyper-realistic CGI look rather than a photograph.
Verdict: Seedream 4.5 followed the prompt much more accurately, successfully incorporating specific details like hair beads, visible scars, and textured leather straps that FLUX.1 Kontext [pro] largely omitted. While FLUX.1 Kontext [pro] offers a more natural, photographic skin texture, Seedream 4.5 captures the 'battle-worn' paladin aesthetic with much better visual storytelling and prompt adherence.
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 typography with a bold, professional 'MENU' header.
- + Interleaved photo and text layout provides a dynamic and realistic editorial feel.
- + Includes descriptive subtext under menu items, mimicking a real restaurant menu.
- − The placeholder text for menu items is gibberish.
- − The grid is a bit irregular with staggered text and image alignment.
Seedream 4.5
- + Clear, colorful grid layout with bright accent borders.
- + High-quality, appetizing food photography that perfectly matches the category labels.
- + Very clean and minimalist design that is easy to read.
- − The text is highly repetitive, using the category names as the item names (e.g., 'Pizza' listed under 'Pizza').
- − The font for the menu items is slightly thin, making it look a bit like a prototype rather than a finished design.
Verdict: FLUX.1 Kontext [pro] creates a more realistic and sophisticated editorial design with better use of bold typography and varied layout elements. Seedream 4.5 is cleaner and adheres strictly to the grid request with vibrant color-coded borders, but it suffers from repetitive and nonsensical text content compared to FLUX.1.
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 photographic clarity and texture on the burger ingredients.
- + High-quality typography with a clean, glowing neon effect.
- + Very consistent lighting between the background and the foreground object.
- − Failed to include the starburst element for the price.
- − The price text is redundant, appearing twice for no reason.
- − The burger is more of a 'stacked' view than a truly 'exploded' view with flying ingredients.
Seedream 4.5
- + Successfully captured the 'exploded' motion with flying ingredients like cucumber and tomato slices.
- + Includes the requested starburst element for the price.
- + The fiery text effect is more complex and integrates better with the theme's heat.
- − The burger patty looks slightly less realistic compared to Model A.
- − One of the flying ingredients (left side) is blurry to the point of being unidentifiable.
Verdict: While FLUX.1 Kontext [pro] offers higher-res textures and cleaner typography, Seedream 4.5 followed the prompt instructions much more accurately. Seedream 4.5 successfully included the starburst shape and the 'exploded' dynamic motion of individual ingredients, whereas FLUX.1 Kontext [pro] provided a static stack and repeated the price text improperly.
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]
- + Perfect text accuracy and spelling for all menu items and dates.
- + Excellent chalk-on-blackboard texture with realistic grain.
- + Clean composition that neatly fits all requested text.
- − The 'elegant cursive' requirement for the title is not met, as it appears in block capitals.
- − The background is very blurred and lacks the 'cozy café' atmosphere compared to the competitor.
Seedream 4.5
- + More successful interpretation of 'elegant cursive' for the title.
- + Superior café atmosphere with visible shop lighting and a wider environmental context.
- + Very realistic chalk dust and smudge effects on the board surface.
- − Contains a repetitive error where 'Risotto - $24' is written twice.
- − The handwritten style is less consistent across the different sections of the board.
Verdict: FLUX.1 Kontext [pro] provides near-perfect text rendering and spelling, making it highly reliable, though it fails to follow the cursive stylistic instruction. Seedream 4.5 creates a much more convincing 'cozy café' atmosphere and captures the cursive requirement, but it suffers from repetitive text errors. FLUX.1 Kontext [pro] is the winner for its technical precision and adherence to the specific menu content.
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]
- + Perfectly follows the specific instruction of 'horse on top'
- + Creative interpretation of a surreal concept with a smaller astronaut riding the horse on top of a larger astronaut
- + Excellent lighting and cinematic composition
Seedream 4.5
- + High visual quality with vibrant colors and nebula effects
- + Good rendering of the horse and astronaut textures
- − Completely failed the negative constraint/specific instruction of 'horse on top, not vice versa'
- − Generic 'astronaut riding a horse' concept lacking surrealism
Verdict: FLUX.1 Kontext [pro] successfully interpreted the difficult challenge of placing the horse on top of an astronaut, creating a truly surreal and detailed cinematic scene. Seedream 4.5 ignored the specific positioning instructions and produced a standard, albeit pretty, 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]
- + Excellent fur texture rendering and realistic capybara anatomy
- + High-quality photographic depth and lighting composition
- − The passenger is on a phone call rather than looking at a phone screen as requested
- − The woman's hand and face transition toward the ear is slightly distorted
Seedream 4.5
- + Perfect adherence to the passenger's actions and 'bored' expression
- + Clear view of both front paws on the steering wheel as specified in the prompt
- + Captures the Manhattan street background through the rear window effectively
- − A bit of a 'ghostly' artifact on the steering wheel near the capybara's right paw
- − The capybara's face is slightly less detailed in terms of sharp fur texture compared to Model A
Verdict: Both models followed the complex prompt very well, but Seedream 4.5 is the winner for its superior prompt adherence regarding the passenger's behavior and the specific instruction to show both paws on the wheel. While FLUX.1 Kontext [pro] produced a slightly more realistic capybara texture, it missed the detail about the phone interaction and had more noticeable anatomy issues with the passenger.
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 gothic typography that feels cohesive with the vintage aesthetic.
- + Intricate web and thorn border details that frame the composition perfectly.
- + Superior atmosphere with a textured parchment feel and moody lighting.
- − Includes a line of gibberish text ('Your: Vorkleat: Iight & Spans') not requested in the prompt.
Seedream 4.5
- + Clean, legible text for all requested event details.
- + Good inclusion of all requested elements like thorns, webs, and twisted trees.
- + Effective lighting on the jack-o-lantern and surrounding environment.
- − Typography is a bit too modern and clean, lacking the 'vitage gothic' font style requested.
- − The layout feels slightly less like a cohesive poster and more like individual assets layered together.
Verdict: FLUX.1 Kontext [pro] captures the 'vintage gothic' aesthetic much more effectively with its choice of typography and dark, textured background, though it added a line of nonsensical text. Seedream 4.5 is technically accurate and clean, but the font choices feel too modern for a gothic invitation. FLUX.1 Kontext [pro] is the winner for its superior artistic execution and thematic consistency.
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]
- + Adds a very thick, stylish head of hair as requested.
- + Maintains high resolution and sharp detail throughout the image.
- − Significantly alters the facial structure, making the person appear like a different individual.
- − The hair texture looks slightly too uniform and 'rendered' compared to the natural beard.
Seedream 4.5
- + Excellent source preservation, keeping the original facial features almost perfectly intact.
- + The hair integration is subtle and follows a much more realistic, age-appropriate hairline and shape.
- + Maintains the original lighting and color grading perfectly.
- − The hair is somewhat thin at the top, which doesn't fully capture the 'thick' part of the prompt.
Verdict: FLUX.1 Kontext [pro] successfully adds a thick head of hair but fails the editing task by fundamentally changing the subject's face. Seedream 4.5 is the superior edit because it perfectly preserves the original person's identity and facial features while integrating a natural-looking hairstyle that blends seamlessly with the existing lighting.
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.
- + Superior texture work on the salmon and diorama base.
- + Perfectly follows the 45-degree isometric perspective requested.
- − The flag icon is integrated into the text block but is stylistically a bit abstracted compared to a standard flag.
Seedream 4.5
- + Includes a wider variety of sushi (nigiri and maki).
- + Very clean rendering of the Japanese flag icon.
- + Accurate solid light blue background and diorama concept.
- − The text is plain black 2D overlay and doesn't match the 3D aesthetic of the scene.
- − The perspective on the diorama base is slightly warped and not a true 45-degree isometric angle.
- − The rice grains look a bit generic and lack the soft refined texture requested.
Verdict: FLUX.1 Kontext [pro] produced a much more cohesive image where the typography and the 3D scene share the same artistic language and quality. While Seedream 4.5 offers more variety in the sushi itself, its text feels like a low-effort overlay that detracts from the professional miniature 3D aesthetic requested.
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 transformation into a stylized 2D caricature while maintaining facial recognition.
- + Preserves the original pose and clothing perfectly.
- − Completely fails to include the requested elements: TV anchor profession, dogs, or hockey.
- − The background is simplified to a flat color, losing the original context.
Seedream 4.5
- + Successfully incorporates all requested elements including a TV desk, microphone, dog, and hockey equipment.
- + Effective 3D bobblehead-style caricature that retains the subject's likeness.
- + Preserves and expands upon the original interior background setting.
- − The scale of the dog is slightly inconsistent with the desk.
- − The transition from the source image's denim shirt to the edited version loses the original sleeve cuffing detail.
Verdict: FLUX.1 Kontext [pro] succeeds in the artistic style of a caricature but completely fails the prompt's thematic instructions regarding the subject's job and hobbies. Seedream 4.5 captures the caricature aesthetic through exaggerated proportions while successfully integrating the TV desk, dog, and hockey gear, making it the clear winner for following the complex editing instructions.
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 glowing fur textures
- + Consistent artistic style across all four animals
- + Clear and pleasant composition with expressive facial features
- − The animals are mostly sitting rather than 'playfully chasing' or 'tumbling'
- − The rabbit looks somewhat like a kitten-rabbit hybrid
Seedream 4.5
- + Dynamically captures the 'playfully chasing' and 'tumbling' motion requested
- + Includes clear, distinct god rays and sparkling dew effects
- + Accurately represents each specific animal type in motion
- − The fox kit has eyes that look slightly overly caricatured compared to the others
- − Some minor blending issues where the rabbit's feet meet the grass
Verdict: Seedream 4.5 followed the prompt much more accurately by depicting the animals in motion (chasing and tumbling) rather than just posing. While FLUX.1 Kontext [pro] produced a beautiful, high-quality static portrait, Seedream 4.5 captured the requested action, god rays, and dew sparkles with superior adherence to the scene's energy.
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]
- + Excellent preservation of the original subjects' hair color and facial structures.
- + The watercolor texture is highly professional and consistent with Ghibli background art.
- + Accurately recreates the specific plaid pattern of the man's shirt from the source.
- − The character design leans slightly more towards generic 90s anime than the distinct Studio Ghibli rounder style.
Seedream 4.5
- + Perfectly captures the iconic Hayao Miyazaki/Studio Ghibli character aesthetic for eyes and facial proportions.
- + Captures the dreamy, soft lighting and greenery typical of Ghibli films in the background.
- − Changes the hair color of the woman in red, losing some source preservation.
- − The hand of the woman in the blue top is anatomically confused where it meets the man's back.
Verdict: Both models performed exceptionally well at translating a famous meme into a specific art style. FLUX.1 Kontext [pro] is better at preserving the original photo's literal details, such as hair color and the complex plaid shirt pattern, while Seedream 4.5 better captures the 'soul' of the Studio Ghibli character design style at the cost of some fidelity to the source subjects.
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 original subjects' identity and clothing details.
- + Realistic wind effect on the hair that feels natural to the scene.
- + Subtle and tasteful addition of flying leaves.
- − The leash and hand positioning changed slightly, losing some of the original structure.
- − Dynamic motion is present but somewhat conservative compared to the 'energetic' prompt.
Seedream 4.5
- + Stronger sense of 'energetic' motion with more flying leaves and a wider hair spread.
- + Good preservation of the overall composition and background elements.
- − Significant change to the woman's facial features, losing the likeness of the source image.
- − Artifacts present on the dog's right ear and minor distortions in the denim jacket texture.
Verdict: FLUX.1 Kontext [pro] is the better edit as it maintains the identity of the person and the dog with high fidelity while successfully adding the wind effects. Seedream 4.5 captures the 'energetic' feel more intensely with larger leaves and wind, but it fails as an edit by fundamentally changing the woman's face.
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 rendering with the correct accent mark.
- + Very clean, balanced composition following the vector emblem style.
- + High-quality subtle texture that mimics paper grain.
- − Includes a minor typo in the date banner ('EEST.' instead of 'Est.')
- − The steam effect is very simple compared to the cloche detail.
Seedream 4.5
- + Elegant curved typography that fits the vintage aesthetic well.
- + Accurate text spelling for both the name and the date.
- + More dynamic steam illustration above the cloche.
- − The accent on 'Caffè' is oriented incorrectly (grave vs acute).
- − The banner construction is slightly awkward with inconsistent line layering on the left side.
Verdict: FLUX.1 Kontext [pro] creates a more cohesive and professional-looking vector emblem with superior texture, though it suffers from a minor spelling error in the banner. Seedream 4.5 handles the text spelling correctly and uses a more classic curved layout, but the typography and banner illustration are less polished. FLUX.1 Kontext [pro] is slightly preferred for its overall clean aesthetic and better font choice.
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
- + Good use of the requested NASA-inspired color palette
- + Innovative integration of the Lunar landscape at the bottom
- − Nonsensical scientific details like a ring around the Earth and a planet appearing as Saturn
- − Poor text rendering with several garbled words and mislabeled steps
- − Lacks the linear structure typically required of an infographic
Seedream 4.5
- + Excellent adherence to the infographic structure with clearly labeled steps 1-6
- + Accurate and legible typography throughout the image
- + Consistent and clean flat-vector iconography for each phase of the mission
- − The descent icon shows a generic satellite rather than a lunar module
- − Visual composition is slightly more static and academic compared to Model A
Verdict: Seedream 4.5 is the clear winner as it successfully followed the complex instructions to create a step-by-step infographic with accurate text and logical flow. While FLUX.1 Kontext [pro] produced a more visually striking artistic poster, it failed in the primary task of creating a functional infographic, including nonsensical celestial bodies and illegible text.
Explore each model
ByteDance's latest image generation model unifying text-to-image and image editing in a single architecture, with improved text rendering and 30-40% faster generation than v4.0