Black Forest Labs' state-of-the-art image generation model with maximum quality and speed, supporting text-to-image and multi-reference image editing with up to 4MP output
Settled by community votes across 14 shared challenges, with an AI judge weighing in on each.
FLUX.2 [pro]
#8 of 62 in Text-to-Image
GPT Image 2
#4 of 62 in Text-to-Image
Where the votes landed
FLUX.2 [pro]
0%
win rate
Ties
0%
GPT Image 2
0%
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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 [pro]
- + Excellent photorealism in the wood texture and red book surface.
- + Precise glass edges with realistic reflections.
- + Perfect adherence to all spatial requirements in the prompt.
- − The green plant in the background is quite heavily blurred/out of focus.
GPT Image 2
- + Strong textures on the book cover and the plant leaves.
- + Clearer visualization of the plant behind the glass.
- + Accurate placement of the sphere and book relative to the cube.
- − The glass cube has double-beveled edges that look slightly artificial.
- − The lighting on the blue sphere feels a bit flat compared to the surrounding environment.
Verdict: Both models successfully followed the complex spatial instructions. FLUX.2 [pro] produced a more sophisticated, professional photographic look with realistic depth of field and thinner, more convincing glass edges, while GPT Image 2 provided more clarity on the background plant but had slightly clunkier geometry for the cube.
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 [pro]
- + Excellent atmosphere with visible raindrops and realistic light reflections on the pavement.
- + Strong adherence to the shallow depth of field and motion blur requirements.
- + Highly realistic skin textures and natural, un-stylized lighting.
- − The structural logic of the bicycle chain and pedals is slightly scrambled.
- − The background cars are somewhat generic silhouettes.
GPT Image 2
- + Natural and detailed skin texture on the man's face and hands.
- + Accurate Japanese street context, including a sign with legible characters.
- + Includes a realistic toolbox as an added detail for 'repairing'.
- − Fails to depict the 'light rain' requested in the prompt; the scene looks damp but not rainy.
- − Lacks the motion blur of passing cars, as the vehicles in the background appear mostly static.
- − The bicycle's rear structure is physically impossible, with spokes and frame rails intersecting incorrectly.
Verdict: FLUX.2 [pro] captures the mood and technical photographic requirements of the prompt much better, successfully rendering the rain, motion blur, and cinematic lighting requested. While GPT Image 2 has impressive skin detail and environmental storytelling, it fails on several key prompt instructions like the rain and motion blur, resulting in a drier, more static image. FLUX.2 [pro] overall feels more like a real photograph taken with the specified 50mm lens.
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 [pro]
- + Excellent adherence to the 'beads in hair' prompt with colorful, distinct beads
- + Strong warm torchlight reflections on the skin and armor
- + Highly detailed and realistic engravings on the plate armor
- − The scars look a bit like surface paint rather than physical indentations
- − A few sparks in the background are overly sharp, breaking the shallow depth of field
GPT Image 2
- + Incredible skin texture with realistic dirt and fine pores
- + Muted, cinematic color palette with a more natural lighting feel
- + Intricate armor engraving and realistic leather weathering
- − The beads in the hair are very small and silver, making them easy to miss
- − Lacks the vibrant 'bokeh sparks' and warm torch glow requested in the prompt
Verdict: FLUX.2 [pro] followed the prompt more literally, capturing specific details like the beads and the warm torchlight atmosphere effectively. GPT Image 2 produced a more cinematically polished image with superior skin textures, but it failed to represent the 'bokeh sparks' and prominent beads as clearly as FLUX.2 [pro].
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 [pro]
- + Features a clean, centered layout consistent with a physical menu flyer.
- + Includes all requested sections (Appetizers, Pizza, Mains) with recognizable food categories.
- + Effective use of bold sans-serif fonts for section headers.
- − Contains significant spelling errors and nonsensical text like 'Mins' and 'Uliired Chicken'.
- − Food images don't always match descriptions (steak shown under Pizza header).
- − Prices and menu item alignments are repetitive and illogical.
GPT Image 2
- + Excellent text rendering with clear, legible, and accurate English throughout.
- + Highly organized grid layout with consistent dish presentation across Appetizers, Pizza, and Mains.
- + Superior image-to-text coherence where every photo accurately reflects the item name and description.
- − Layout is slightly more horizontally dense which may feel busier than Model A's minimalist vertical style.
- − Visual style leans slightly towards a digital menu/website interface rather than a printed one.
Verdict: GPT Image 2 is the clear winner as it produces a professional, usable menu with perfectly rendered text and accurate food associations. While FLUX.2 [pro] captures a good minimalist aesthetic, it fails on functional clarity due to numerous spelling errors and mismatched food photos.
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 [pro]
- + Refined and clean typography that feels like a professional graphic design piece.
- + Excellent photorealistic textures on the brioche bun and melted cheese.
- + Clear and balanced composition with well-organized suspension of ingredients.
- − The 'starburst' for the price is a bit simple compared to the fiery theme.
- − The background is quite dark and lacks some of the 'fiery' intensity requested.
GPT Image 2
- + Exceptional adherence to the 'fiery' text effect and background request.
- + Superior sense of motion with sauce splashes and flying embers.
- + Dynamic and energetic composition that fills the frame effectively.
- − The text layout is a bit crowded in the top left corner.
- − The bottom bun texture looks slightly less realistic compared to the top bun.
Verdict: Both models followed the prompt exceptionally well, but GPT Image 2 captured the 'fiery, glowing effect' for the text and background much more vividly and with more energy. While FLUX.2 [pro] produced a cleaner, more traditional commercial look, GPT Image 2 better executed the sense of motion and the specific atmospheric requirements of the prompt.
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 [pro]
- + Excellent chalk texture on the 'slate' board.
- + Perfect spelling and adherence to the layout requested.
- + Realistic variations in handwriting size and slant.
- − The 'slate' board texture is a bit rough, occasionally distracting from the text.
GPT Image 2
- + Perfectly rendered handwritten text with a classic chalkboard feel.
- + Balanced and aesthetic composition with a wooden frame.
- + Excellent fulfillment of the requested cursive title and specific menu items.
- − The lighting is a bit dark in the upper left corner.
Verdict: Both models followed the complex text-heavy prompt perfectly, which is an impressive feat. GPT Image 2 (Model B) is the winner as it captured a more traditional chalkboard aesthetic with a wooden frame and very legible, elegant handwriting that perfectly matches the 'cozy café' vibe. FLUX.2 [pro] (Model A) also performed exceptionally well, but its choice of a rough slate texture made the handwriting look slightly more digital in its application compared to the natural feel of Model B.
Pose & Character Mashup
Editing“Use Image 1 as the exact pose reference and Image 2 as the character reference. Recreate the person/character from Image 2 in the exact dynamic pose and body position from Image 1. Keep the exact face, hair, clothing style/details, and expression from Image 2. Match the lighting and environment of Image 1. The final image must show the character from Image 2 performing the precise action/pose from Image 1 with perfect anatomy and natural integration.”
AI Judge Analysis
FLUX.2 [pro]
- + Excellent character likeness focusing on the face and facial hair from Image 2.
- + Accurately recreates clothing details like the scarf pattern and text on the sweatshirt.
- + Properly matches the lighting and monochromatic yellow background of Image 1.
- − Fails the pose requirement, showing the character in a crouch rather than the one-legged balanced pose.
GPT Image 2
- + Successfully replicates the complex one-legged balance and arm positioning from Image 1.
- + Maintains character consistency with the sunglasses, scarf, and black clothing from Image 2.
- + High visual quality with natural integration of the character into the environment.
- − The character's facial features and facial hair are less accurate compared to the source than Image A.
- − The right hand has anatomically incorrect fingers.
Verdict: GPT Image 2 is the preferred overall choice because it successfully fulfilled the most difficult part of the prompt: recreating the 'exact dynamic pose' of Image 1, which FLUX.2 [pro] failed to do by defaulting to a standard crouch. While FLUX.2 [pro] achieved a better facial likeness, GPT Image 2 captured the unique body position and environment integration requested in the task.
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 [pro]
- + Excellent cinematic lighting and galaxy rendering
- + High-quality anatomy for both the horse and astronaut
- + Vibrant colors and expansive composition
- − Failed to follow the specific spatial instruction; the astronaut is not being ridden by the horse
- − Visual confusion with multiple horses or horse parts appearing behind the astronaut
GPT Image 2
- + Strict adherence to the 'horse on top' spatial instruction
- + Clever use of a saddle and reins on the astronaut to emphasize the role reversal
- + High texture detail on the lunar surface and spacesuit
- − Distorted astronaut anatomy with overly thick limbs and five-fingered gloves on each hand placed like hooves
- − The background stars look more like static noise than a cinematic nebula
Verdict: While FLUX.2 [pro] produced a much more beautiful and cinematic image, it failed the core logical requirement of the prompt regarding the horse riding the astronaut. GPT Image 2 followed the prompt's instruction perfectly, creating a humorous and surreal scene where the horse is literally riding the human, despite some anatomical awkwardness in the suit.
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 [pro]
- + Extraordinary level of photorealism in the skin and hair textures of the capybara.
- + Highly detailed and accurate representation of a modern car dashboard and interior lighting.
- + Excellent composition that captures both the driver and the passenger clearly with cinematic bokeh.
- − The paws on the steering wheel look more like human hands in gloves than actual capybara paws.
GPT Image 2
- + Successfully follows all prompt elements including the yellow cap, dark jacket, and bored passenger.
- + The paws look more authentic to the animal's anatomy compared to Model A.
- + Good use of depth of field to emphasize the streets of Manhattan through the window.
- − Slightly less photorealistic overall, with a softer look to the lighting and textures.
- − The passenger's facial features and phone appear a bit smudaged or less defined than Model A.
Verdict: Both models followed the prompt exceptionally well, capturing the surreal humor of a capybara taxi driver. FLUX.2 [pro] is the winner due to its superior photorealistic rendering of the car's interior, lighting, and textures, whereas GPT Image 2 has a slightly more painterly quality in comparison.
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 [pro]
- + Excellent text legibility and clean character rendering.
- + Strong cinematic lighting with a vibrant internal glow in the pumpkin.
- + Clear adherence to the border and parchment texture requirements.
- − Composition feels slightly empty in the bottom half compared to the top.
- − The 'The Arches' location is not visually represented in the artwork, unlike the other model.
GPT Image 2
- + Sophisticated vintage aesthetic with intricate gothic illustrations.
- + Creative background details including a gothic castle and arches referencing the location.
- + Beautifully integrated scroll banner with superior artistic detail.
- − The 'Halloween' text has slight irregularities in the 'w' and 'e' characters.
- − The parchment texture is a bit busy, potentially reducing bottom text readability.
Verdict: Both models followed the prompt exceptionally well, but GPT Image 2 produced a superior artistic interpretation with intricate thorns, webs, and a gothic skyline that subtly referenced 'The Arches' and 'NYC'. While FLUX.2 [pro] had cleaner, more perfect text, the cinematic depth and vintage atmosphere of GPT Image 2 make it the better choice for a themed invitation.
Isometric Miniature Diorama Scenes
Text-to-Image“Create a clear, 45° top-down isometric miniature 3D cartoon scene of Japan's signature dish: sushi, with soft refined textures, realistic PBR materials, gentle lighting, on a small raised diorama base with minimal garnish and plate. Solid light blue background. At top-center: 'JAPAN' in large bold text, 'SUSHI' below it, small flag icon. Perfectly centered, ultra-clean, high-clarity, square format.”
AI Judge Analysis
FLUX.2 [pro]
- + Excellent adherence to the 'cartoon scene' and 'minimal' style requested.
- + Flawless text rendering with a clean, modern aesthetic.
- + Perfectly follows the request for a solid light blue background.
- − Texture of the rice is stylized as uniform bumps rather than realistic grains.
- − Overall scene feels slightly sparse compared to the potential of a miniature diorama.
GPT Image 2
- + Exceptional material realism and PBR textures on the fish and wood.
- + Detailed and visually rich diorama base including a stone lantern and garden elements.
- + Vibrant colors and realistic lighting make the food look appealing.
- − Included many extra elements (chopsticks, soy sauce, lantern) despite the request for 'minimal garnish'.
- − Text styling is a bit bulky with a thick black outline that distracts from the minimalist prompt.
Verdict: FLUX.2 [pro] followed the stylistic instructions for a 'cartoon scene' and 'minimal' aesthetic more accurately, producing a very clean and professional layout. However, GPT Image 2 provided much higher detail in the materials and textures, creating a more impressive 'miniature diorama' even if it ignored the 'minimal' constraint. FLUX.2 [pro] is preferred for its superior text integration and adherence to the requested flat background and composition.
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 [pro]
- + Excellent fur texture rendering and soft lighting.
- + Naturalistic interaction between the animals and butterflies.
- + High aesthetic quality and balanced composition.
- − The animals are relatively static rather than 'playfully chasing' or 'tumbling'.
- − The kitten has an extra toe/misshapen paw.
GPT Image 2
- + Successfully captures the requested 'playful chasing' and 'tumbling' motion.
- + Strong inclusion of 'god rays' and dynamic sunrise lighting.
- + Accurately includes all four requested animal species with clear expressions.
- − The fox's front right paw is anatomically incorrect/mangled.
- − The kitten's tail has a slightly unnatural shape.
Verdict: Both models followed the complex multi-subject prompt well. FLUX.2 [pro] produced a more serene and photorealistic image with superior fur textures, while GPT Image 2 better captured the requested action and lighting effects like god rays. GPT Image 2 is slightly preferred for adhering to the dynamic 'chasing' aspect of the prompt, despite a noticeable anatomical error on the fox's paw.
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 [pro]
- + Excellent typography including the correct grave accent on 'Caffè'.
- + Clean vector style that adheres perfectly to the minimalist requirement.
- + Perfect arrangement of elements within a cohesive circular frame.
- − The steam illustration is a bit thick compared to the fine lines of the rest of the logo.
GPT Image 2
- + Beautiful ornate vintage aesthetic with high-quality stippling/shading effects.
- + Accurate text rendering for both the brand name and the 'Est. 1720' banner.
- + Strong use of the requested warm brown and cream color palette.
- − The design is quite complex and leans more into 'ornate' than the 'minimalist' request.
- − Layout feels slightly cluttered with the large 'FLORIAN' breaking outside the main frame.
Verdict: FLUX.2 [pro] followed the 'minimalist' part of the prompt much better, delivering a clean vector-style logo that is perfectly balanced. GPT Image 2 produced a more detailed and visually impressive vintage illustration, but it lacks the simplicity requested for a minimalist logo. FLUX.2 [pro] is more suitable for actual branding use, while GPT Image 2 is a beautiful piece of complex graphic art.
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 [pro]
- + Excellent clean flat-vector aesthetic with minimalist styling.
- + Coherent and sophisticated color palette adherence.
- + Creative use of icons and shapes for a modern infographic feel.
- − Nonsense filler text for descriptions.
- − Incorrect rocket iconography (resembles a space shuttle more than Saturn V).
- − Missing two of the specific numbered steps requested in a linear sequence.
GPT Image 2
- + Perfect adherence to all 6 requested steps with accurate iconography.
- + Superior text rendering and accurate labels for crew and locations.
- + Authentic Saturn V and Lunar Module illustrations.
- − Styling is a bit busy and closer to a collage than a 'flat-vector' infographic.
- − Iconography styles are slightly inconsistent, especially the descent/landing modules compared to the planets.
Verdict: GPT Image 2 is the clear winner for its perfect adherence to the multi-step prompt and accurate technical details like the Saturn V and crew names. While FLUX.2 [pro] captures the 'flat-vector' aesthetic more elegantly, it fails to include all specific steps and its text is illegible.
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