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FLUX.2 [dev] Turbo fal GPT Image 2 OpenAI

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

FLUX.2 [dev] Turbo

27.9 arena score

#3 of 62 in Text-to-Image

Top 3 in Text-to-Image
Skill signature · Text-to-Image

GPT Image 2

27.7 arena score

#4 of 62 in Text-to-Image

Top 3 in Image Editing
Vote tally

Where the votes landed

FLUX.2 [dev] Turbo

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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Excellent depiction of glass physics including refraction and subtle dust specks.
  • + Includes a realistic reflection of the blue sphere on the inner glass bottom.
  • + Natural lighting that creates a photorealistic atmosphere.
  • The plant is more to the side than strictly 'behind' the cube, though it is still partially visible through it.

GPT Image 2

  • + Perfect adherence to position instructions with the plant centered behind the cube.
  • + Clean, minimalist composition that clearly showcases every requested element.
  • + High clarity and resolution with a very clear glass texture.
  • The matte blue sphere lacks the realistic reflective properties shown in the other model.
  • The glass cube looks slightly like a computer-generated render compared to the more organic feel of the competitor.

Verdict: Both models followed the prompt perfectly, capturing all spatial relationships and colors. FLUX.2 [dev] Turbo is the winner due to its superior handling of light, refraction, and realistic textures, whereas GPT Image 2 feels slightly more like a digital illustration than a real photograph.

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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Excellent adherence to the motion blur request with passing cars.
  • + Highly realistic skin details and authentic-looking street environment.
  • + Perfect color rendition of the red bicycle as requested.
  • The bicycle's front wheel is clipping into the pavement.
  • The bicycle frame geometry is slightly distorted around the handlebars.

GPT Image 2

  • + Captured a very candid, natural pose and realistic tool kit addition.
  • + The depth of field and Japanese signage add to the sense of place.
  • + Very clean hands and facial rendering without typical AI artifacts.
  • Failed to depict the 'light rain' requested in the prompt.
  • Missing the 'motion blur from passing cars' which was a specific requirement.
  • Lighting feels a bit too bright and flat for a rainy day scenario.

Verdict: FLUX.2 [dev] Turbo followed the complex atmospheric prompts much better, successfully including the rain, wet pavement reflections, and motion blur. GPT Image 2 produced a high-quality, realistic image of a man and a bike, but it feels like a dry day and missed several key technical descriptors from the prompt. Despite the clipping issue on the front tire, FLUX.2 is the winner for capturing the requested cinematic, rainy mood.

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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Excellent adherence to the 'beads in hair' prompt element with distinct colorful varieties
  • + Highly detailed and accurate textures on leather straps and metal engravings
  • + Strong cinematic lighting featuring a visible torch and dynamic bokeh sparks
  • The scars appear slightly more like superficial face paint or fresh blood rather than healed battle scars

GPT Image 2

  • + Subtle and realistic skin texture with grime and fine hair details
  • + Sophisticated jewelry integration in the braids
  • + Beautiful lighting and side-profile composition
  • The beads in the hair are less prominent than requested
  • Missing the dynamic bokeh sparks requested in the prompt

Verdict: FLUX.2 [dev] Turbo followed the prompt more precisely, especially regarding the beads and bokeh sparks, while maintaining incredible detail on the armor's leather and metal components. GPT Image 2 produced a very high-quality character portrait with more realistic skin, but it missed several specific atmospheric requirements from 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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Features a very clean and modern minimalist layout.
  • + Food photography looks realistic and appetizing.
  • + The color-coded bar at the bottom adds a nice professional touch.
  • Text consists of gibberish 'lorem ipsum' and nonsensical words.
  • Layout logic is confusing, with pizza photos appearing under the 'Appetizers' section.
  • Pricing for pizza is unrealistically high ($260 for one pizza).

GPT Image 2

  • + Excellent text rendering with real, readable names and descriptions.
  • + Logical layout where food photos perfectly match their respective categories.
  • + More 'information dense' and functional as a real menu mockup.
  • The 'URBAN KITCHEN' logo has a slightly gritty texture that deviates slightly from purely 'modern minimalist'.
  • Some food images look a bit more like stock clip-art than fresh photography.

Verdict: GPT Image 2 is the clear winner because it produces a fully functional, readable menu with coherent text and logical categorization. While FLUX.2 [dev] Turbo has higher-quality individual food photos, it fails significantly on the textual requirements and logical layout of the menu sections.

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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Natural and soft lighting on the food items.
  • + Clean and legible typography with a subtle glow.
  • + Excellent photorealistic texture on the bun and patty.
  • The 'exploded' effect feels a bit static and less dynamic.
  • The sauce droplets look more like solid shapes than liquid.

GPT Image 2

  • + High energy and dynamic composition with an intense sense of motion.
  • + Strong adherence to the fiery, glowing text requirement.
  • + Vibrant colors and highly detailed food textures like the melting cheese and fresh vegetables.
  • The composition is slightly crowded with text and burger elements competing for space.
  • The bottom bun has a slightly unnatural splash effect for sauce.

Verdict: While FLUX.2 [dev] Turbo produces a very clean and realistic food shot, GPT Image 2 better captures the 'dynamic' and 'fiery' energy requested in the prompt. GPT Image 2's use of glowing text and a more aggressive exploded view makes it a more compelling advertisement.

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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Excellent chalk texture with realistic smudging and dust on the board.
  • + Strong adherence to the varied handwriting styles requested.
  • + Natural-looking spacing and layout typical of a busy cafe board.
  • Includes a stray dollar sign on the first menu item line.
  • The handwriting is slightly more erratic and less 'elegant' than requested.

GPT Image 2

  • + Perfect text accuracy for all menu items and prices.
  • + Consistently elegant and legible handwriting throughout the image.
  • + Clean composition with professional-looking chalk flourishes.
  • Handwriting looks slightly more uniform, less like a natural human variation.
  • The chalk texture is a bit softer and less gritty than Model A.

Verdict: Both models followed the complex prompt exceptionally well, but GPT Image 2 produced a cleaner, more professional-looking menu without the minor typographical errors seen in FLUX.2 [dev] Turbo. While FLUX.2 [dev] Turbo had a more realistic 'messy' chalk texture, GPT Image 2 is the winner for its perfect text rendering and superior aesthetic appeal.

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 [dev] Turbo
GPT Image 2
0% wins 0% ties 100% wins

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Successfully integrated clothing details from Image 2, including the scarf and text logo.
  • + Matched the yellow background and red ottoman perfectly.
  • Failed the pose instruction completely, creating a chaotic composition with a severed second head.
  • Body position is totally different from the reference in Image 1.

GPT Image 2

  • + Followed the pose reference from Image 1 with high accuracy.
  • + Successfully transferred the character's facial features, sunglasses, scarf, and clothing from Image 2.
  • + Maintained the environment and lighting of the first image while swapping the subjects.
  • Anatomy of the feet is slightly messy where they meet the ottoman.

Verdict: FLUX.2 [dev] Turbo failed the core task by producing a nonsensical image with two heads and a completely different pose. GPT Image 2 followed all instructions perfectly, accurately mapping the character and clothing from Image 2 onto the complex pose from Image 1.

The Reversed Rodeo

Text-to-Image

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

FLUX.2 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Excellent visual quality and cinematic lighting
  • + Highly detailed spacesuit and horse textures
  • + Good artistic composition following a traditional sci-fi aesthetic
  • Failed to follow the specific prompt instruction of 'horse on top'

GPT Image 2

  • + Successfully interpreted the difficult 'horse on top' prompt instruction
  • + Accurate handling of the 'surreal' aspect of the request
  • + Impressive detail on the lunar surface and astronaut textures
  • Slightly awkward anatomical transition between the horse and the astronaut's back
  • Composition is very centered and less cinematic than the competitor

Verdict: While FLUX.2 [dev] Turbo produced a much more visually stunning and high-quality cinematic image, it completely failed to follow the unusual prompt logic. GPT Image 2 managed to accurately depict the surreal request of a horse riding an astronaut, making it the winner for following complex instructions.

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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Successfully transferred the clothing and accessories from source Image 2.
  • Completely failed to preserve the person from Image 1, replacing him with the man from Image 2.
  • Added excessive jewelry not present in either source image.

GPT Image 2

  • + Perfectly preserved the identity and face of the person from Image 1.
  • + Accurately adapted the clothing from Image 2 onto the body of the person from Image 1.
  • + Maintained the background and lighting consistency with the original photo.
  • Omitted the sunglasses and some of the smaller accessories/jewelry details from the person in Image 2.

Verdict: FLUX.2 [dev] Turbo failed the core instruction of preservation, essentially just regenerating the man from Image 2 in the environment of Image 1. GPT Image 2 successfully performed the complex task of re-dressing the specific person from Image 1 in the outfit from Image 2 while maintaining his identity and vitiligo features.

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 [dev] Turbo
GPT Image 2
0% wins 0% ties 100% wins

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Excellent adherence to the 'bored' expression for the passenger
  • + Captures the capybara's professional driver expression and pose perfectly
  • + High textural detail on the capybara's fur and the passenger's coat
  • The passenger is seated in the front passenger seat instead of the back seat as requested
  • The capybara's hands look slightly more humanoid/primate-like than natural paws

GPT Image 2

  • + Correctly places the businesswoman in the back seat separated by a partition
  • + Better interior lighting and realistic 'inside the taxi' perspective
  • + Stronger visual depth and bokeh effect on the background textures
  • Only one paw is visible on the steering wheel, missing the 'both front paws' instruction
  • The capybara's eyes look a bit more artificial/doll-like compared to Model A

Verdict: Both models successfully captured the surreal prompt with high photorealism. GPT Image 2 is the overall winner because it correctly followed the spatial instruction of placing the businesswoman in the back seat, whereas FLUX.2 [dev] Turbo placed her in the front seat, which changes the dynamic of the scene despite its excellent texture work.

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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Perfect text legibility and accuracy across all required fields.
  • + Clean, professional layout that feels like a usable digital invitation.
  • + Strong adherence to the thorny border and parchment aesthetic.
  • The lighting on the pumpkin feels a bit flat compared to the background.
  • The scroll banner is very simple in design.

GPT Image 2

  • + Excellent vintage gothic aesthetic with high artistic detail.
  • + Creative integration of 'The Arches' and a NYC-style skyline in the background.
  • + Dynamic, cinematic lighting with a more atmospheric moonlit sky.
  • The scroll banner text is slightly warped and less legible than the other text.
  • The composition is a bit cluttered, making the bottom text harder to read against the dark background.

Verdict: FLUX.2 [dev] Turbo produced a very clean and functional invitation with perfect typography, making it highly practical for actual use. GPT Image 2 offered a much more atmospheric and creative interpretation, including visual nods to the NYC location and a superior vintage gothic texture, though its text rendering on the scroll was slightly less polished. FLUX.2 is the winner for its clarity and precise adherence to every text detail requested.

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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Excellent typography integrated naturally onto the background.
  • + Soft, realistic textures on the salmon and rice grains.
  • + Simple, clean composition that adheres strictly to the 'minimal garnish' request.
  • The diorama base is a bit plain compared to the subject matter.
  • Lighting is a bit flat across the background.

GPT Image 2

  • + High-quality 3D cartoon style with great material variety.
  • + Detailed diorama base featuring stones and a lantern.
  • + Excellent variety of sushi types adding visual interest.
  • Failed the 'minimal garnish' instruction by including many elements.
  • The text has a thick black drop shadow that feels less refined than Model A.
  • The background lighting has a slight gradient that makes it feel less like a 'solid' color.

Verdict: FLUX.2 [dev] Turbo followed the prompt's aesthetic constraints much better, delivering a clean, minimal design with superior text rendering. GPT Image 2 ignored the 'minimal' constraint and provided a crowded scene, though its 3D modeling of the various food items and the diorama base is very impressive.

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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Excellent depiction of dew sparkles and atmospheric lighting.
  • + Highly realistic fur textures and detailed facial expressions.
  • + Captures the 'tumbling' and playful interaction requested in the prompt.
  • The fox's front right leg has an anatomically awkward bend.
  • The kitten's tail appears to grow out of its side rather than its base.

GPT Image 2

  • + Stronger presence of 'god rays' as requested in the lighting prompt.
  • + Better group composition with all four animals moving forward toward the viewer.
  • + Vibrant color palette that enhances the 'lush wildflower meadow' aesthetic.
  • The kitten's raised paw has too many toes/small claws, creating an unnatural look.
  • The fox's left front leg merges oddly with the grass and back body.

Verdict: Both models followed the prompt exceptionally well, including all four specific animals and the requested lighting effects. FLUX.2 [dev] Turbo excels in rendering realistic fur and the subtle texture of dew, while GPT Image 2 offers a more dynamic composition with more pronounced sunbeams. FLUX.2 is the likely winner due to its superior realism and more natural integration of the animals into the scene.

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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Excellent typography with clean, consistent letterforms.
  • + Perfect adherence to all prompt elements including the banner and text.
  • + Strong vector emblem feel with high clarity and balance.
  • Minimalist interpretation is a bit flat compared to the more detailed alternative.

GPT Image 2

  • + Beautiful woodcut-style shading on the cloche and banner.
  • + Elegant custom typography that feels historically appropriate.
  • + Sophisticated use of texture and framing elements.
  • The 'A' and 'N' in Florian are slightly inconsistent in size compared to other letters.
  • The steam effect is slightly less cohesive with the overall minimalist vector style.

Verdict: Both models followed the prompt exceptionally well, producing high-quality logos with accurate text. FLUX.2 [dev] Turbo is better for a modern, clean vector logo, while GPT Image 2 offers a more authentic 'vintage' feel with its intricate cross-hatching and classic serif font. FLUX.2 is the winner for slightly better overall balance and cleaner line work.

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 [dev] Turbo
GPT Image 2

AI Judge Analysis

FLUX.2 [dev] Turbo

  • + Includes accurate silhouettes for the three astronauts.
  • + The flat vector style for the Lunar Module is clean and multi-angled.
  • + Successfully incorporates the specific muted red and navy palette requested.
  • The layout is cluttered and lacks a logical flow between steps.
  • Includes nonsensical text labels like 'Saturn Vicon' as one word and duplicates the 'Translunar' step.
  • The composition is unbalanced with elements scattered randomly.

GPT Image 2

  • + Excellent infographic layout with clear numbered steps and a linear progression.
  • + Perfect text rendering and typography for the title, steps, and crew names.
  • + Strict adherence to the flat-vector style with professional-grade iconography.
  • The Saturn V rocket shows fire/smoke which slightly breaks the 'flat icon' constraint compared to the rest.
  • The Apollo 11 mission patch in the top right is a bit complex for a minimalist infographic.

Verdict: GPT Image 2 is the clear winner as it produced a functional, logically organized infographic with perfect text and a professional layout. FLUX.2 [dev] Turbo failed to create a cohesive information flow, resulting in a disorganized collection of icons with repetitive and misspelled labels.

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