Black Forest Labs' flagship image generation model delivering state-of-the-art quality with exceptional realism, precision, and consistency for both text-to-image and advanced image editing
Settled by community votes across 15 shared challenges, with an AI judge weighing in on each.
FLUX.2 [max]
#10 of 62 in Text-to-Image
GPT Image 2
#3 of 62 in Text-to-Image
Where the votes landed
FLUX.2 [max]
0.0%
win rate
Ties
0.0%
GPT Image 2
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.2 [max]
- + Excellent photorealistic rendering of light through glass and reflections
- + Accurate representation of window light strips on the table
- + High level of detail on the book's texture
- − The glass cube has an unusual thin-framed design rather than being solid-looking glass
- − The blue sphere has some ghosting reflections that look slightly unnatural
GPT Image 2
- + Better structural representation of thick glass walls for the cube
- + Clean and simple composition that matches all spatial requirements
- + The plant's visibility through the glass is very clear and realistic
- − The blue sphere has a matte, slightly flat texture compared to the other objects
- − Shadows are a bit less complex than in Model A
Verdict: Both models followed the spatial prompt perfectly, showcasing impressive adherence to complex instructions. FLUX.2 [max] creates a more cinematic image with beautiful lighting effects, while GPT Image 2 provides a more grounded, realistic interpretation of the glass cube and the plant behind it. GPT Image 2 is slightly preferred for its more convincing depiction of the glass material's thickness.
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 [max]
- + Excellent depiction of motion blur in the background cars.
- + Highly realistic skin textures and natural hand anatomy.
- + Perfect adherence to the 'light rain' and 'wet pavement' atmosphere with realistic reflections.
- − The bike's front wheel spokes appear slightly messy near the hub.
GPT Image 2
- + Natural street scene atmosphere with realistic urban clutter.
- + Good capture of an older man's facial features and clothing texture.
- + Includes specific details like a toolbox which adds to the narrative.
- − The bicycle frame geometry is physically impossible and distorted.
- − Motion blur on the background car is less convincing and feels static.
- − The hands are poorly rendered with unnatural merging of fingers.
Verdict: FLUX.2 [max] achieved a significantly higher level of realism and prompt adherence, particularly with the cinematic motion blur and natural skin textures. GPT Image 2 struggled with the structural integrity of the bicycle and the anatomy of the hands, though it did capture a convincing street atmosphere.
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 [max]
- + Excellent execution of the ornate engraving and leather texture.
- + Superior capture of the 'battle-worn' aesthetic with realistic scarring and grime.
- + Perfect adherence to the lighting and bokeh-spark requirements.
- − The beads in the hair are a bit more like jewelry than simple braid-beads.
GPT Image 2
- + Very lifelike eye rendering and facial skin texture.
- + Good interpretation of the braided hair and beads.
- + Natural color palette with soft torchlight highlights.
- − The armor looks more like tarnished/damaged metal than 'ornate engraved' plate.
- − The shallow depth of field is less pronounced than in Model A.
Verdict: FLUX.2 [max] captures the specific textural requirements more effectively, particularly the 'ornate engraved' detail on the plate armor and the specific 'bokeh sparks' in the background. While GPT Image 2 produces a very realistic face, it fails to deliver the high-quality engraving and battle-worn metal textures requested as clearly as FLUX.2 [max].
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 [max]
- + Excellent grid alignment for the images.
- + Clean, bold sans-serif typography following the prompt strictly.
- + Professional use of negative space and color-coded headers.
- − Text is mostly gibberish or placeholder characters.
- − The categorization is confused (putting burgers/sandwiches under the 'Appetizers' image grid).
- − The pizza header is misaligned with the text below it.
GPT Image 2
- + Legible and realistic text content with item descriptions.
- + High-quality, appetizing food photography that looks realistic.
- + Cohesive branding with a logo and social media icons.
- − The grid is horizontal rather than a standard vertical list, which might be less practical for a full menu.
- − A bit cluttered compared to a strict minimalist aesthetic.
Verdict: GPT Image 2 is the superior design because it features fully legible, realistic menu text and high-quality food photography that makes the design immediately usable. While FLUX.2 [max] captures a more minimalist aesthetic with its grid layout, the inclusion of nonsensical text and logical errors in the food categories makes it less effective as a functional menu design.
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 [max]
- + Excellent typography rendering with clean, professional-looking fonts.
- + Highly photorealistic textures on the burger bun and patty.
- + Well-balanced composition that feels like a real commercial advertisement.
- − The 'exploded' effect is less dramatic, with several components still clumped together.
- − The starburst does not follow the requested 'fiery, glowing effect' as closely as the other text.
GPT Image 2
- + Perfect adherence to the 'fiery, glowing effect' across all text and the starburst element.
- + Dynamic explosion effect with clear separation of ingredients and fluid sauce motion.
- + High energy and vibrant colors that match the 'fiery' prompt.
- − Text layout is slightly cramped on the left side.
- − The lettuce texture looks slightly more artificial compared to Model A.
Verdict: Both models followed the prompt exceptionally well, but GPT Image 2 captured the 'fiery' aesthetic more consistently across all UI elements, including the Price starburst. While FLUX.2 [max] produced a more polished, realistic-looking burger, GPT Image 2 felt more dynamic and better matched the request for an exploded view with glowing effects on all 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.2 [max]
- + Excellent chalk texture including realistic dust smears on the board.
- + Perfectly legible text that exactly follows the prompt instructions.
- + Cinematic lighting that highlights the texture of the wood and chalk.
- − The handwriting style is slightly more uniform, appearing a bit like a chalk-style digital font rather than natural handwriting.
GPT Image 2
- + Highly realistic 'true' handwriting with natural variations in letter size and baseline.
- + Excellent chalk-on-blackboard texture that feels very organic.
- + Great environmental context with the cafe decor visible around the board.
- − The 'Today's Specials' title is less elegant and more 'scratchy' than Model A.
Verdict: Both models followed the prompt exceptionally well, correctly rendering all text including the specific dates and prices. FLUX.2 [max] has a cleaner, more professional look, but GPT Image 2 better captures the request for 'natural variations in letter size' and 'slight slant', making it look more like a real person wrote it.
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 [max]
- + Excellent preservation of the character's facial features and accessories
- + High-quality skin texture and realistic face in the shadow
- + Perfect match for the yellow studio environment and red lighting
- − Failed the pose instruction by putting the character in a generic crouching position
- − Anatomy issues with the character's right foot and left hand
GPT Image 2
- + Successfully replicates the exact complex leg-cross and arm-tilt pose from Image 1
- + Accurately recreates the character's face, sunglasses, and scarf
- + Correctly applies lighting and environment from the source image
- − The scarf's physics and the character's torso look slightly stiff
- − Low-detail rendering of the feet
Verdict: GPT Image 2 is the clear winner because it followed the difficult pose instruction from Image 1 nearly perfectly, including the specific leg-cross and head-tilt. FLUX.2 [max] produced a high-quality image but completely ignored the required pose, defaulting to a standard crouch that missed the essence of the prompt.
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 [max]
- + Excellent cinematic lighting and composition
- + High level of detail in the galaxy background and asteroid
- + Vibrant colors and professional digital art finish
- − Failed the specific structural instruction by placing the astronaut on top
- − Interpretative rather than literal regarding the 'surreal' swap requested
GPT Image 2
- + Perfect adherence to the difficult 'horse on top' instruction
- + Effectively captures the requested surreal nature of the prompt
- + Solid texture on the space suit and horse fur
- − Slightly awkward anatomical merging where the horse joins the astronaut
- − Perspective of the background Earth looks a bit flat compared to the foreground
Verdict: While FLUX.2 produced a much more visually stunning and cinematic image, it completely ignored the specific inversion instruction 'horse on top, not vice versa.' GPT Image 2 followed the prompt's logical constraint perfectly, creating a truly surreal scene as requested, even if the artistic polish is slightly lower than its competitor.
Outfit Transfer Challenge
Editing“Use Image 1 as the base person. Dress them in the exact elaborate outfit from Image 2 (including all layers, accessories, jewelry, and shoes). Carefully adapt the clothing to the body shape and pose in Image 1 while maintaining realistic fabric behavior, correct proportions, and perfect lighting/shadow matching. Keep the person’s exact face, hair, and background completely unchanged.”
AI Judge Analysis
FLUX.2 [max]
- + Excellent color matching of the coat, scarf, and jeans including the specific watch and ring details.
- + The model successfully aged the character's facial features slightly to match the heavier clothing.
- + High resolution with realistic texture on the fabric and scarf.
- − Significantly altered the face and hair of the subject from Image 1, failing the preservation constraint.
- − Changed the overall color grade and background lighting of the original scene.
GPT Image 2
- + Perfectly preserved the subject's face, hair, and specific skin vitiligo patterns from Image 1.
- + Maintained the original background, lighting, and color grading of the source image.
- + Accurately adapted the clothing to the subject's existing lean body shape and pose.
- − The scarf pattern is slightly simplified compared to the source image 2.
- − A small portion of the blue jeans pocket area looks slightly flat compared to the rest of the render.
Verdict: GPT Image 2 is the clear winner as it followed all instructions, especially the difficult constraint of keeping the person's face and hair completely unchanged. FLUX.2 [max] produced a high-quality image but failed the primary editing task by generating a new face and changing the background lighting, whereas GPT Image 2 successfully composited the complex outfit onto the original subject seamlessly.
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 [max]
- + Excellent photographic quality and lighting on the capybara's fur.
- + Accurately captures the 'bored' expression of the businesswoman in the back.
- − Major anatomical failure by giving the capybara realistic human hands.
- − The human hands at the steering wheel are disproportionately large and distracting.
GPT Image 2
- + Correctly interprets the prompt by giving the capybara paws on the steering wheel.
- + Better composition for a taxi interior, making it feel more like a cohesive scene.
- + Includes logical background details like the Chase bank sign and realistic taxi door frame.
- − The businesswoman's face is slightly less clear and detailed than in Model A.
Verdict: While FLUX.2 has impressive texture and lighting, it failed the specific anatomical prompt by generating realistic human arms and hands on the capybara. GPT Image 2 followed the instructions much better by depicting front paws on the steering wheel, creating a more convincing and humorous 'normal' scene as requested.
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 [max]
- + Excellent text legibility and clean formatting.
- + Accurately places 'frights' text on a separate scroll banner as requested.
- + The glowing jack-o-lantern has high visual impact and realistic lighting.
- − The dark parchment texture is somewhat subtle and looks more like a modern vignette.
- − The thorn/web border is a bit repetitive and less organic than Model B.
GPT Image 2
- + Superb attention to the 'vintage gothic' aesthetic with highly detailed textures.
- + Creative interpretation of the 'The Arches' location, showing a gothic bridge and city skyline.
- + Highly ornate and artistic border design with integrated skulls and filigree.
- − The scroll banner text is small and slightly harder to read against the aged texture.
- − The central jack-o-lantern is less luminous compared to the first model.
Verdict: Both models followed the prompt perfectly, including accurate rendering of all requested text. FLUX.2 provides a cleaner, more modern graphic design look with great punchy lighting, whereas GPT Image 2 excels at the 'vintage gothic' requirement with intricate textures, an ornate border, and a more atmospheric environment. GPT Image 2 is the preferred choice for its superior artistic depth and adherence to the vintage theme.
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 [max]
- + Excellent adherence to the 'soft refined textures' and 'minimal garnish' instructions.
- + Very clean, minimalist aesthetic that feels balanced.
- + Accurate 45-degree isometric projection.
- − The text placement is a bit high and slightly asymmetric compared to the flag icon.
- − The wood grain texture is a bit repetitive.
GPT Image 2
- + Highly detailed PBR materials with realistic reflections on the sushi.
- + Complex and visually interesting diorama base.
- + Creative use of 3D-styled text that pops from the background.
- − Failed the 'minimal garnish' instruction by adding a lantern, rocks, and multiple leaves.
- − The composition feels slightly cluttered for a 'clean' request.
Verdict: FLUX.2 [max] followed the prompt's stylistic cues for minimalism and soft textures much better than GPT Image 2, which opted for a high-detail, cluttered scene. While GPT Image 2 has impressive material rendering and text styling, FLUX.2 [max] achieved the specific clean, isometric diorama look requested by the user.
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 [max]
- + Excellent adherence to the 'tumbling' and active movement aspect of the prompt
- + Superior rendering of 'dew sparkles' on the grass and flowers
- + Soft, naturalistic lighting that feels more photorealistic
- − The fox kit's proportions are slightly stylized compared to the other animals
GPT Image 2
- + Very vibrant and distinct 'god rays' from the sunrise
- + Excellent character expressions on all four animals
- + High level of detail on the fur textures of the kitten and puppy
- − The bunny appears much smaller and more static than the other animals
- − The lighting on the animals' faces is a bit flat compared to the strong backlighting
Verdict: Both models followed the complex prompt perfectly, including all four specific animals and environmental details. FLUX.2 [max] creates a more cohesive sense of motion and better captures the subtle 'dew sparkle' texture requested, while GPT Image 2 excels in facial expressions and dramatic lighting. FLUX.2 [max] feels slightly more photorealistic, whereas GPT Image 2 has a slightly more saturated, calendar-art aesthetic.
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 [max]
- + Excellent typography including the grave accent on the letter 'E'.
- + Perfect adherence to the 'minimalist' and 'vector emblem' style requested.
- + Clean, professional composition with balanced white space.
- − The steam lines look a bit too thin and abstract compared to the rest of the illustration.
GPT Image 2
- + Rich, detailed engraving style with great texture.
- + Excellent centering and alignment of all elements.
- + Strong visual identity with a more complex ornamental frame.
- − Missed the 'minimalist' instruction in favor of a more ornate design.
- − The cloche is significantly more detailed than a standard vector logo.
Verdict: FLUX.2 [max] followed the 'minimalist' and 'vector' prompts much more accurately, creating a clean, professional logo that would be practical for real-world use. While GPT Image 2 produced a beautiful, high-detail illustration, it ignored the minimalist requirement in favor of a detailed woodcut-style engraving.
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 [max]
- + Successfully follows the requested flat-vector style with subtle gradients.
- + Includes all astronauts named correctly with appropriate icons.
- + Clean navigation through the phases with a simplified color palette.
- − Text rendering is inconsistent with mixed capitalization like 'EaRTH ORBİT'.
- − The rocket design for 'Launch' does not resemble a Saturn V.
- − Labeling is repetitive, showing 'Earth Orbit' twice in different panels.
GPT Image 2
- + Perfectly follows all 6 specific steps with accurate and distinct icons for each.
- + Excellent text rendering and professional infographic layout.
- + High fidelity icons, including a recognizable Saturn V and accurate NASA-style branding.
- − The style leans slightly more towards detailed illustration than 'flat-vector'.
- − The lunar surface in the bottom right has textures that are a bit busy compared to the rest of the flat design.
Verdict: GPT Image 2 is far superior as it correctly followed the specific sequence of six steps requested in the prompt, whereas FLUX.2 [max] repeated steps and failed to provide a clear progression. GPT Image 2 also delivered professional-grade typography and accurate mission-specific iconography like the Saturn V rocket.
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OpenAI's state-of-the-art image generation model with arbitrary resolution up to 4K and strong instruction following