Fast distilled version of Black Forest Labs' FLUX.2 [dev] optimized for speed and cost efficiency.
Settled by community votes across 15 shared challenges, with an AI judge weighing in on each.
FLUX.2 [dev] Flash
#5 of 62 in Text-to-Image
GPT Image 2
#3 of 62 in Text-to-Image
Where the votes landed
FLUX.2 [dev] Flash
0%
win rate
Ties
0%
GPT Image 2
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 [dev] Flash
- + Excellent depiction of thick glass with realistic refractive properties.
- + Highly realistic lighting and surface textures on the wooden table.
- + Detailed book spine with golden text.
- − The glass cube has an open side in the front, making it more like a display box than a solid cube.
- − The perspective of the sphere's reflection is slightly off.
GPT Image 2
- + Perfect adherence to the 'cube' geometry with all sides visible and closed.
- + The blue sphere is solid and matte, contrasting well with the glass.
- + Very clean composition and high resolution.
- − The glass edges look a bit like a frame rather than thick glass panes.
- − The plant's visibility through the glass is slightly less distorted than expected for thick glass.
Verdict: Both images followed the complex spatial instructions perfectly. FLUX.2 [dev] Flash produces a more photorealistic result with better textures and light interaction, though the cube appears to be open at the front. GPT Image 2 better captures the geometry of a closed cube, but the overall image feels slightly more like a digital render than a 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.”
AI Judge Analysis
FLUX.2 [dev] Flash
- + Excellent adherence to the 'light rain' and 'reflections' prompt with visible raindrops and wet pavement texture.
- + Great utilization of motion blur on background vehicles to create a candid street feel.
- + Highly realistic skin textures and fine detail on the subject's face.
- − The anatomy of the man's hands is slightly distorted as they interact with the tool.
- − Minor technical errors in the bicycle structure, such as the brake cables disappearing into the air.
GPT Image 2
- + Natural composition that feels like a genuine candid street photograph.
- + Good inclusion of extra storytelling elements like the tool box and the painted bucket stool.
- + Strong depth of field effect that isolates the subject well.
- − Fails to realistically depict the requested 'light rain', as the man and pavement appear mostly dry.
- − The man's hand is fused awkwardly with the spokes of the wheel.
- − Lacks the atmospheric lighting and reflections requested in the prompt.
Verdict: FLUX.2 [dev] Flash followed the technical requirements of the prompt much more closely, successfully capturing the rain, reflections, and motion blur which are missing or poorly executed in GPT Image 2. While GPT Image 2 has a pleasant composition, it failed to depict the weather conditions accurately and has more significant anatomical errors in the hands.
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 [dev] Flash
- + Excellent depiction of intricate engravings and leather belt textures
- + Strong adherence to the 'beads in braids' requirement
- + Dynamic cinematic lighting with clear bokeh sparks and torches
- − The blood/scars appear a bit more like superficial paint than deep battle wear
GPT Image 2
- + Very lifelike eye texture and realistic skin details
- + Subtle and natural-looking dirt and weathering on the face
- + Beautifully detailed hair braiding and engraving on the pauldrons
- − The torchlight is less integrated into the composition than in Model A
- − The beads in the hair are less prominent and colorful compared to Model A
Verdict: Both models performed exceptionally well on this prompt. FLUX.2 [dev] Flash delivered a more symmetrical, cinematic shot with vibrant details on the beads and leather, while GPT Image 2 provided a more naturalistic and grit-realistic portrait with superior skin textures and subtle lighting. FLUX.2 is the likely winner for better following the specific accessories and lighting atmosphere requested.
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 [dev] Flash
- + Successfully uses a grid layout as requested
- + Incorporates vibrant CMYK-style accents
- + Follows the white background requirement
- − Text is largely illegible gibberish
- − Food photos are repetitive and lack variety between sections
- − The layout is cluttered and looks less professional
GPT Image 2
- + Exceptional text clarity and realistic menu items with descriptions
- + Logical organization with distinct variety for Appetizers, Pizza, and Mains
- + Strong professional layout and branding consistent with casual dining
- − The grid is horizontal rows rather than a strict geometric grid of photos
- − Slightly less 'vibrant' color accents compared to the bold blocks in Model A
Verdict: GPT Image 2 significantly outperforms FLUX.2 [dev] Flash by providing legible, professional-grade typography and distinct food photography for each section. While FLUX.2 attempts the grid and colorful accents, it fails on basic utility due to nonsensical text and repetitive imagery. GPT Image 2 creates a fully coherent, usable restaurant asset.
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 [dev] Flash
- + Elegant and clean layout with clear hierarchy.
- + Excellent photorealistic texture on the burger bun and patty.
- + Highly accurate text rendering for all requested phrases.
- − The 'exploded' effect is a bit static compared to the prompt's request for motion.
- − The background is slightly less 'fiery' than requested, appearing more like embers.
GPT Image 2
- + Deeper color saturation and a more intense fiery atmosphere.
- + Dynamic sense of motion with splashing sauce and floating ingredients.
- + Stronger 'starburst' shape for the price point.
- − The 'MAGIC BURGER' text is slightly crowded by the top bun.
- − The lettuce and tomato textures appear slightly more artificial/over-sharpened than Model A.
Verdict: FLUX.2 [dev] Flash produces a cleaner, more professional-looking advertisement with superior text integration and lighting. GPT Image 2 offers more dynamism and energy in the 'exploded' burger effect, but suffers from slightly cluttered composition and less realistic textures.
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 [dev] Flash
- + Excellent chalk texture throughout the board
- + Precise rendering of all requested text
- + Highly realistic smudge marks and chalk residue on the board
- − The pricing on the last item is repeated on two lines ($9 written twice)
- − The title font feels slightly more like a preset font than unique cursive calligraphy
GPT Image 2
- + Natural and elegant cursive title as specifically requested
- + Better layout and spacing within the wooden frame
- + Consistent and realistic handwriting thickness for a single piece of chalk
- − The word 'October' (truncated) from the prompt was completed correctly but the prompt cut off at 'Brown But...', making the completion impressive but technically beyond the provided snippet
- − Slightly less atmospheric smudging compared to Model A
Verdict: Both models followed the complex text requirements with nearly perfect accuracy. GPT Image 2 is the winner because it successfully executed the 'elegant cursive' requirement for the title and maintained better overall composition within the frame, whereas FLUX.2 [dev] Flash had a minor logic error by repeating the price on the final item.
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 [dev] Flash
- + Successfully replicates the character's clothing, scarf, and face from Image 2.
- + Maintains the yellow studio background and red ottoman from Image 1.
- − Fails significantly on pose adherence, with the character standing upright and the original model's hair floating behind them.
- − Severe anatomical artifacts, including a second head visible under the arm and distorted feet.
- − The character is hovering above the ottoman rather than standing on it.
GPT Image 2
- + Excellent adherence to the exact dynamic pose and body position from Image 1.
- + Accurately combines the character details from Image 2 (face, scarf, sunglasses) with the environment of Image 1.
- + High anatomical consistency, showing the legs crossed and feet planted as in the reference.
- − Small visual artifact on the right hand (extra nail/color).
- − The sunglasses have a slightly different shape compared to the source image.
Verdict: GPT Image 2 is the clear winner as it perfectly executes the complex 'image-to-image' pose transfer while maintaining character consistency. FLUX.2 [dev] Flash fails the primary instruction by placing the character in a generic upright position and leaving behind unsettling artifacts from the original model, such as a second head and hair.
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 [dev] Flash
- + Excellent cinematic lighting and space background
- + High visual quality with detailed textures on the spacesuit and horse
- − Failed the specific prompt instruction to have the horse on top
GPT Image 2
- + Successfully followed the difficult spatial instruction of horse on top
- + Correctly interpreted the surreal nature of the prompt
- + Detailed rendering of lunar surface and gear
- − Anatomical awkwardness where the horse's legs meet the astronaut
- − Perspective of the earth in the background feels slightly flat
Verdict: While FLUX.2 [dev] Flash produced a high-quality, traditional 'astronaut on a horse' image, it completely ignored the specific instruction to have the horse on top. GPT Image 2 successfully followed this complex prompt requirement, resulting in a truly surreal image that matches the user's intent.
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 [dev] Flash
- + Successfully incorporated elements from both images into a single frame.
- + Captured the specific texture of the blue coat and the plaid scarf pattern.
- − Severely distorts the person's face, creating a terrifying multi-layered facial artifact.
- − Fails to preserve the identity of the person from Image 1.
- − Adds excessive jewelry not found in either source image.
GPT Image 2
- + Perfectly preserves the identity, face, and hair of the subject from Image 1.
- + Accurately recreates the outfit from Image 2 including the coat, scarf, jeans, and gold watch.
- + Maintains the original background and lighting of the beach scene with high realism.
- − Omits the sunglasses from the second image (though usually preferred for identity preservation).
Verdict: FLUX.2 [dev] Flash fails completely as an image editor, creating a nightmare-inducing composite of the two faces that ruins the subject's identity. GPT Image 2 performs an excellent edit, seamlessly dressing the original subject in the outfit from the second image while keeping the person's face and the environment perfectly intact.
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 [dev] Flash
- + Excellent photorealistic texture on the capybara's fur
- + Accurate depiction of a businesswoman looking bored on her phone
- + Great composition showing the exterior taxi sign and interior simultaneously
- − The capybara's paws look somewhat bird-like or distorted on the steering wheel
GPT Image 2
- + Natural cinematic lighting and depth of field
- + More realistic representation of capybara paws on a steering wheel
- + Very convincing 'businesswoman in a coat' character in the background
- − The capybara's face is slightly less expressive and more static
- − The perspective makes it a bit harder to see the full taxi context
Verdict: Both models followed the complex prompt exceptionally well, capturing the surreal scenario with high realism. FLUX.2 [dev] Flash provides a sharper overall image with better lighting on the subjects, while GPT Image 2 offers a more natural, cinematic composition that feels like a real film still.
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 [dev] Flash
- + Excellent color contrast with the glowing jack-o-lantern and golden text.
- + Clean, highly legible text rendering with no spelling errors.
- + The thorn/web border is symmetrical and well-integrated.
- − Includes some strange garbled text/symbols in the details section (e.g., 'Burk: O3696').
- − The composition feels a bit digital and flat compared to an authentic vintage poster.
GPT Image 2
- + Stronger 'vintage gothic' aesthetic with a detailed, distressed parchment texture.
- + Captures the 'The Arches, NYC' location perfectly by illustrating stone arches and the NYC skyline in the background.
- + Highly creative and intricate border design incorporating skulls and filigree.
- − The Jack-o-lantern is less luminous and gets slightly lost in the dark composition.
- − Text at the very bottom has slightly inconsistent spacing.
Verdict: While FLUX.2 [dev] Flash produces very clean and legible text, GPT Image 2 is the superior creative interpretation of the prompt. GPT Image 2 successfully incorporates the 'The Arches' and 'NYC' location details into the background scenery and captures a more authentic vintage gothic atmosphere, whereas FLUX.2 [dev] Flash leaves in hallucinated text characters.
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 [dev] Flash
- + Excellent typography with clean, professionally rendered text.
- + High-quality PBR material rendering on the wooden base and fish textures.
- + Perfect adherence to the 'minimal garnish' constraint.
- − The sushi roll construction is slightly nonsensical with fish draped over a maki-style roll.
GPT Image 2
- + Highly detailed diorama with complex miniature environmental elements.
- + Very realistic food textures, particularly the salmon and shrimp.
- + Excellent 3D bubble-style text that fits the 'cartoon' prompt.
- − Ignored the 'minimal garnish' request by including a full zen garden and many pieces of sushi.
- − The flag icon is positioned below the text rather than as a small accompanying icon.
Verdict: FLUX.2 [dev] Flash followed the layout and 'minimal' constraints much better, delivering a clean and focused image. GPT Image 2 produced a much more visually impressive and detailed miniature world, but it largely ignored the request for a simple, minimal plate and specific text positioning.
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 [dev] Flash
- + Excellent depiction of dew sparkles on the grass
- + Good textural detail on the fur and various flower types
- + Consistent lighting across all subjects
- − Included duplicates of the animals (two foxes, two bunnies) which was not requested
- − Static composition looks more like a posed portrait than 'chasing and tumbling'
GPT Image 2
- + Dynamics of movement much better captured, showing the requested 'chasing' and 'tumbling'
- + Better prompt adherence with exactly one of each animal type
- + Very effective use of god rays and golden sunrise lighting
- − The fox's front right paw is anatomically messy
- − The kitten's tail and posture are slightly awkward relative to its motion
Verdict: GPT Image 2 is the preferred choice because it successfully captures the energy and movement of the prompt's 'chasing' and 'tumbling' description, whereas FLUX.2 [dev] Flash produced a static group portrait. Additionally, GPT Image 2 followed the count instructions perfectly, while FLUX.2 added unnecessary duplicates of the fox and rabbit.
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 [dev] Flash
- + Excellent typography rendering with accurate accents.
- + Modern vector-style shading on the cloche.
- + Clean composition that follows the minimalist request.
- − The 'Est. 1720' text is placed below the banner rather than inside it.
- − Symbolism is slightly more generic compared to the intricate vintage feel of Model B.
GPT Image 2
- + Highly detailed intricate line work and cross-hatching for a premium vintage feel.
- + Perfect adherence to the 'Est. 1720 banner' requirement.
- + Superior framing and ornamental details.
- − The composition is quite busy, leaning more towards ornate than 'minimalist'.
- − Slightly less 'vector' in appearance than requested.
Verdict: Both models followed the prompt exceptionally well, particularly with text accuracy. FLUX.2 [dev] Flash delivered a cleaner, more minimalist logo that feels modern-retro, while GPT Image 2 provided a much more sophisticated and authentic historical aesthetic. GPT Image 2 is the winner for its superior layout and for correctly placing the date text on the banner as requested.
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 [dev] Flash
- + Includes all the requested text labels for every step.
- + Captures a vintage-modern vector style with unique astronaut portraits.
- + Follows the NASA-inspired color palette effectively.
- − Layout is cluttered and lacks a clear logical flow or sequence.
- − Spelling errors in labels such as 'LLIVWJCILON' and 'MEON'.
- − Repetitive icons and overlapping elements create visual confusion.
GPT Image 2
- + Excellent structured infographic layout with clear numbering from 1 to 6.
- + High visual quality with crisp lines, professional iconography, and legible typography.
- + Accurately represents the Saturn V and Lunar Module archetypes in a flat vector style.
- − Missed the request for a 'muted red', opting for a brighter red.
- − Translunar trajectory icon is slightly simplified compared to other detailed icons.
Verdict: GPT Image 2 is significantly more successful as it creates a functional, readable infographic that follows the logical sequence of the mission steps perfectly. While FLUX.2 [dev] Flash captures a nice artistic style and includes more specific astronaut details, its chaotic layout and poor text rendering make it ineffective as a poster. GPT Image 2 maintains a clean, modern aesthetic with consistent iconography and professional alignment.
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