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FLUX.2 [klein] 4B Black Forest Labs GPT Image 2 OpenAI

Settled by community votes across 15 shared challenges, with an AI judge weighing in on each.

FLUX.2 [klein] 4B

22.3 arena score

#32 of 62 in Text-to-Image

Skill signature · Text-to-Image

GPT Image 2

27.7 arena score

#4 of 62 in Text-to-Image

Vote tally

Where the votes landed

FLUX.2 [klein] 4B

0.0%

win rate

Ties

0.0%

GPT Image 2

100.0%

win rate

0.0% 0.0% ties 100.0%
Shared challenges 15

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.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent depiction of surface dust and realistic glass textures.
  • + Very natural shallow depth of field in the background.
  • The red book is unnaturally thin, appearing more like a notepad or tablet cover.
  • The plant in the background lacks definition.

GPT Image 2

  • + Perfect adherence to all prompt elements including placement and transparency.
  • + Superior object rendering, particularly the thickness and texture of the red book.
  • + Excellent lighting effects and refraction through the glass cube.
  • The reflection of the sphere on the bottom of the cube is slightly misaligned with its base.

Verdict: Both models followed the complex spatial instructions perfectly, but GPT Image 2 is the superior image due to its more realistic proportions and higher detail. While FLUX.2 [klein] 4B has a very convincing photographic feel, its red book is too thin, whereas GPT Image 2 renders the book and the green plant with much better clarity and realism.

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.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent depiction of raining environment and bokeh reflections.
  • + Realistic skin texture and age details on the man's face and hands.
  • + High visual appeal with a strong cinematic color palette.
  • The bicycle anatomy is physically broken, with the frame disconnected from the rear wheel.
  • The man is standing in the middle of a busy road with traffic behind him, which feels illogical for a bicycle repair scene.

GPT Image 2

  • + Successfully captures motion blur from a passing car as requested.
  • + Realistic setting on a sidewalk with a tool kit, supporting the 'repair' narrative.
  • + Good adherence to the 'imperfect framing' prompt with foreground obstructions.
  • The man's hands are mangled and fused into the bicycle spokes.
  • The wet pavement reflections are less pronounced than Image A.
  • The bike seat is positioned at an impossible angle relative to the frame.

Verdict: FLUX.2 [klein] 4B produces a much more visually stunning and atmospheric image with superior skin textures, but suffers from a glaring disconnect in the bicycle's structural integrity. GPT Image 2 follows the specific framing and motion blur instructions more accurately but fails significantly on fine details, particularly the hands and the bike's mechanical parts. FLUX.2 is the preferred model here for its high-fidelity rendering and better capture of the 'rainy street' aesthetic.

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.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent execution of engraved plate armor detail.
  • + Strong torchlight lighting effects with bokeh sparks.
  • + Clear depiction of hair beads as requested.
  • The facial skin texture looks a bit smoothed and plastic compared to the armor.
  • The scars look like surface-level scratches rather than 'battle-worn' history.

GPT Image 2

  • + Highly realistic skin texture with lifelike dirt and grit.
  • + Superior composition with a more natural, cinematic shallow depth of field.
  • + Very intricate braiding and bead work in the hair.
  • The armor detail, while good, feels slightly less 'ornate' in terms of engraving depth than Model A.
  • Lighting is a bit more diffused, losing some of the sharp 'torchlight reflection' contrast.

Verdict: While FLUX.2 [klein] 4B produces a very clean and noble paladin with excellent armor engravings, GPT Image 2 creates a much more convincing 'battle-worn' character with superior skin texture and atmospheric depth. GPT Image 2 is preferred for its lifelike eyes and more gritty, realistic interpretation of the prompt.

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.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Features a sophisticated, clean grid layout
  • + High-quality, appetizing food photography
  • + Strong adherence to the modern minimalist aesthetic
  • Text consists of nonsensical gibberish
  • The section headers are inconsistent or misspelled
  • The prices and descriptions are unreadable

GPT Image 2

  • + Excellent text rendering with perfectly legible names, descriptions, and prices
  • + Clearly defined sections for Appetizers, Pizza, and Mains as requested
  • + Includes functional design elements like Social Media handles and icons
  • Layout is slightly more cluttered than 'minimalist' usually implies
  • Some food images (like the pasta) appear slightly more generic than Model A's photography

Verdict: While FLUX.2 [klein] 4B produces more artistic and high-end food photography within a stylish grid, it fails completely on the functional aspect of a menu, providing only gibberish text. GPT Image 2 creates a fully usable, professional menu with perfect text, coherent categories, and an excellent balance of graphics and information, making it the clear winner for a design task.

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.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent photorealistic texture on the bun and patties
  • + Clean starburst and secondary text rendering
  • + Good use of floating embers to create depth
  • Major spelling failure on the main title 'MAGIC BURGER'
  • The burger is not 'exploded' as requested, remaining mostly intact

GPT Image 2

  • + Perfect adherence to the 'exploded' view instruction with all components separated
  • + Stunning fiery text effects that perfectly match the prompt's aesthetic
  • + Accurate spelling of all requested text elements
  • Composition is slightly crowded toward the top right

Verdict: GPT Image 2 is the clear winner as it followed every instruction, including the 'exploded' burger layout and the specific fiery text effects, while maintaining perfect spelling. FLUX.2 [klein] 4B failed significantly on the main title text and provided a standard stacked burger instead of the requested exploded view.

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.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent realistic chalk texture on the board and lettering
  • + High-quality wooden frame detail
  • Numerous spelling errors including 'Truffel Musheram', 'Ootpous', and 'Brawn Buter'
  • Inconsistent spacing in the title text

GPT Image 2

  • + Perfect spelling adherence for all menu items and dates
  • + Superior elegant cursive handwriting style that matches the prompt perfectly
  • + Better atmospheric composition with the café background elements
  • Slightly less 'dusty' chalkboard texture compared to Model A

Verdict: GPT Image 2 is the clear winner as it followed every instruction, including completing the truncated prompt with perfect spelling and an incredibly consistent handwritten style. FLUX.2 [klein] 4B struggled significantly with text rendering, producing multiple typos throughout the menu.

Pose & Character Mashup

Editing
Edit instruction

“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.”

Source
FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Successfully replicates the exact pose and environment of Image 1.
  • + Incorporates the black clothing and scarf details from Image 2.
  • + Maintains the yellow background and red ottoman perfectly.
  • Gave the character long feminine hair from Image 1 instead of the short hair from Image 2.
  • The face looks like a blend of both people rather than the specific character from Image 2.
  • The lighting on the face is a bit flat compared to the source images.

GPT Image 2

  • + Perfectly captures the character details from Image 2, including the short hair, facial features, and sunglasses.
  • + Accurately recreates the complex pose from Image 1 with high anatomical fidelity.
  • + Seamlessly integrates the scarf and clothing style into the dynamic action.
  • The scarf orientation is slightly different than the source, but it fits the physics of the pose.

Verdict: GPT Image 2 is the clear winner as it successfully followed all instructions, particularly the requirement to keep the hair and specific facial features of the character from Image 2. FLUX.2 [klein] 4B failed to change the hair from the pose reference (Image 1), resulting in a character that looks like a hybrid rather than the intended person.

The Reversed Rodeo

Text-to-Image

“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + High visual quality and cinematic lighting
  • + Clean rendering of the astronaut suit and horse anatomy
  • + Good composition with a clear background of Earth and stars
  • Completely failed the semantic challenge of having the horse on top of the astronaut

GPT Image 2

  • + Successfully followed the difficult spatial instruction of 'horse on top'
  • + Creative and surreal interpretation of the prompt
  • + Correctly rendered the NASA logo and lunar-like surface
  • Anatomical issues where the horse's front legs merge awkwardly into the astronaut's shoulders
  • Texture on the astronaut's suit is slightly muddy compared to the other image

Verdict: While FLUX.2 [klein] 4B produced a much more visually polished and 'cinematic' image, it completely ignored the specific spatial instruction to place the horse on top of the astronaut. GPT Image 2 successfully interpreted the complex prompt, creating a truly surreal image that adhered to every specific detail of the request despite some minor anatomical artifacts.

Outfit Transfer Challenge

Editing
Edit instruction

“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.”

Source
FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent preservation of the subject's face and unique features like the sand and skin patterns.
  • + Includes more detailed accessories like the gold bracelets and rings seen in Image 2.
  • Failed to include the black shirt layer, leaving the subject shirtless under the coat.
  • The hand in the pocket has anatomical distortions and looks unnatural.

GPT Image 2

  • + Successfully included all layers of the outfit including the black undershirt.
  • + Perfectly preserved the source face, hair, and background with high fidelity.
  • + Adapts the clothing to the pose naturally while maintaining the source material's texture.
  • Missed some of the smaller jewelry details like the multiple rings and bracelets seen in the reference.

Verdict: GPT Image 2 is the superior edit because it correctly followed the instructions to include all layers of the outfit, whereas FLUX.2 [klein] 4B left the subject shirtless. GPT Image 2 also achieved a much cleaner integration of the clothing onto the existing body without the anatomical artifacts visible in the other model's hands.

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.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent photorealism with sharp textures on the capybara's fur and the woman's clothing.
  • + Captures the bored expression of the businesswoman perfectly.
  • + Shows the interior perspective from the back seat clearly, including the headliner and pillars.
  • The yellow hat is a standard baseball cap rather than a traditional chauffeur/taxi driver cap.

GPT Image 2

  • + The yellow hat is a more authentic taxi driver 스타일/officer cap with a 'T NYC' emblem.
  • + Great cinematic lighting and composition from outside the window.
  • + Good adherence to the 'dark jacket' and steering wheel placement.
  • The businesswoman in the back is significantly blurrier than the foreground.
  • The capybara's right paw is fused oddly with the steering wheel texture.

Verdict: Both models followed the prompt closely, but FLUX.2 [klein] 4B is the winner due to its superior clarity and realistic textures across the entire frame. While GPT Image 2 provided a more accurate taxi driver cap, the overall image quality and the 'bored' expression of the passenger in FLUX.2 [klein] 4B felt more grounded and professional.

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.”

FLUX.2 [klein] 4B
GPT Image 2
0% wins 0% ties 100% wins

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Strong cinematic lighting on the central pumpkin.
  • + Cleanly rendered border with sharp thorns and webs.
  • + Includes all requested scene elements like twisted trees and bats.
  • Severe spelling errors in the main title and event details.
  • The year in the date is missing a digit (206 instead of 2026).

GPT Image 2

  • + Perfect text rendering for all requested strings of text.
  • + Excellent vintage gothic aesthetic with high levels of intricate detail.
  • + Creative interpretation including a NYC-style bridge 'The Arches' and skyline.
  • The parchment texture is very dark, making some background elements busy.

Verdict: GPT Image 2 is the clear winner as it followed all text instructions perfectly, whereas FLUX.2 [klein] 4B failed significantly on spelling and dating. GPT Image 2 also provided a much more detailed and atmospheric 'vintage' aesthetic that felt more like a polished 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.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent PBR textures on the sushi and ceramic plate
  • + Clean, minimalist composition consistent with 'miniature scene' aesthetic
  • + Precise rendering of rice grains and fish translucency
  • Failed to render the word 'SUSHI' correctly (rendered 'SUSH')
  • Flag icon is incorrect and resembles the Austrian flag
  • Text is flat 2D rather than matching the 3D scene

GPT Image 2

  • + Perfect text rendering for both 'JAPAN' and 'SUSHI'
  • + Successfully included the correct Japanese flag icon
  • + Strong execution of the 'small raised diorama base' with complex detail
  • Ignored the 'minimal garnish' instruction by adding many pieces of sushi and environmental objects
  • Styling leans more towards a complex 3D render than a clean miniature diorama

Verdict: GPT Image 2 is the clear winner for its perfect adherence to the text and flag requirements, as well as its creative execution of the diorama base. While FLUX.2 [klein] 4B followed the 'minimal' instruction better and has superior realistic textures, its failure to spell the primary subject correctly and the use of the wrong flag makes it less effective.

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.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent soft lighting and clearly defined god rays.
  • + Clean, painterly background with beautiful bokeh.
  • + High level of detail in the fur texture of the fox and puppy.
  • Failed to include the baby bunny requested in the prompt.
  • Included two kittens instead of the one requested.
  • Anatomy on the centered kitten's paws is slightly messy.

GPT Image 2

  • + Full prompt adherence, successfully including the puppy, kitten, bunny, and fox.
  • + Dynamic and joyful poses that capture the tumbling and chasing action.
  • + Exceptional fur detail and expressive facial features on all animals.
  • The transition between the fox's legs and the grass is a bit crowded.
  • Slightly less 'clean' background compared to the other model.

Verdict: GPT Image 2 is the clear winner as it successfully included all four requested animals, including the baby bunny which FLUX.2 [klein] 4B missed entirely. Additionally, GPT Image 2 captured a more lively and dynamic energy that better fit the 'tumbling together' part of the prompt while maintaining high visual quality.

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.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Clean vector-style execution
  • + Strong adherence to the minimalist aspect of the prompt
  • + Accurate color palette and texture
  • Misspelled the primary text as 'FLAXTION'
  • Redundant date text (repeated twice)
  • Typography is somewhat generic

GPT Image 2

  • + Perfect spelling of the requested text
  • + Excellent vintage aesthetic with professional engraving details
  • + Sophisticated composition and frame
  • Less 'minimalist' than requested
  • Banner is slightly truncated on the left edge

Verdict: While FLUX.2 [klein] 4B better captured the requested 'minimalist' style, it failed significantly on text accuracy by misspelling the brand name and repeating the establishment date. GPT Image 2 produced a much higher quality, professional-grade logo with perfect typography, making it the superior choice despite being more ornate than the prompt specified.

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.”

FLUX.2 [klein] 4B
GPT Image 2

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Captures a minimalist color palette consistent with the prompt.
  • + Has a soft, modern vector aesthetic.
  • Significant text rendering failures throughout the image.
  • Fails to follow the requested 6-step linear structure.
  • Misrepresents the Saturn V and Lunar Module with inaccurate silhouettes.

GPT Image 2

  • + Perfectly follows the 6-step sequence with accurate iconography for each phase.
  • + Excellent typography and text rendering for all labels and names.
  • + Professional layout that balances the NASA-inspired theme with a clear narrative flow.
  • Slightly more detail than 'flat vector' usually implies, bordering on illustrative.
  • Includes the NASA logo which can sometimes be a branding artifact choice.

Verdict: GPT Image 2 is the clear winner for its superior prompt adherence and layout. It successfully incorporated all 6 requested steps with accurate iconography and readable text, whereas FLUX.2 [klein] 4B failed significantly at text generation and did not maintain the requested logical sequence.

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