FLUX.2 [dev] Turbo fal Stable Diffusion 3.5 Large Turbo Stability AI

Settled by community votes across 1 shared challenge, with an AI judge weighing in on each.

FLUX.2 [dev] Turbo

27.4 arena score

#4 of 44 in Text-to-Image

Skill signature

Not enough comparable category data

The chart appears once both models have ratings across at least three shared arena categories.

Stable Diffusion 3.5 Large Turbo

6.0 arena score

#44 of 44 in Text-to-Image

Vote tally

Where the votes landed

FLUX.2 [dev] Turbo

win rate

Ties

Stable Diffusion 3.5 Large Turbo

win rate

Shared challenges 1

Challenge by challenge

The strongest take from each model on every shared challenge, with the AI judge's read.

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

Stable Diffusion 3.5 Large Turbo

AI Judge Analysis

FLUX.2 [dev] Turbo

+ Near-perfect text rendering of all requested menu items and prices.
+ Highly realistic chalk texture with smudge marks and natural handwriting variations.
+ Authentic café atmosphere with realistic depth of field and lighting.

− The trailing sentence ends abruptly rather than completing the full 'Brown Butter' text from the prompt.

Stable Diffusion 3.5 Large Turbo

+ Clean, high-contrast composition with a modern aesthetic.
+ Balanced layout with symmetrical plant placement.

− Poor text accuracy with numerous misspellings like 'ocopus' and 'clame'.
− Text looks like a digital font rather than authentic hand-lettered chalk.
− Fails to follow the specific date and layout requested in the prompt.

Verdict: FLUX.2 [dev] Turbo followed the prompt with exceptional accuracy, producing a highly realistic chalkboard with readable, natural handwriting and correct pricing. In contrast, Stable Diffusion 3.5 Large Turbo failed significantly on text rendering, producing various spelling errors and a digital-feeling font that ignored the specific requests of the prompt.