FLUX.2 [dev] Turbo vs GPT Image 2
Head-to-head across 5 challenges
FLUX.2 [dev] Turbo
0.0%
win rate
Ties
0.0%
GPT Image 2
100.0%
win rate
Challenge Results
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] 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“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] 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.”
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.
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] 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.”
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.
FLUX.2 [dev] Turbo
Distilled version of Black Forest Labs' FLUX.2 [dev] outperforming it at a cheaper price. Developed by fal.ai.
GPT Image 2
OpenAI's state-of-the-art image generation model with arbitrary resolution up to 4K and strong instruction following