Human Creativity Benchmark - Desktop Apps (Mockup) - Visual Appeal: leaderboard

Metric: Mean expert Likert rating (1-5) of visual interest, cohesion and polish; desktop-app interfaces written as code at the Mockup stage, rated by professional creatives. Source: arxiv.org. Saturation forecast: Around December 2026. 4 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)3.91
2Claude Opus 4.63.83
3GPT-5.3 Codex3.69
4Qwen 3.5 397B A17B3.63

Interactive version: theaggregate.ai/benchmark?slug=human-creativity-benchmark-desktop-apps-mockup-visual-appeal · How It Works · Data refreshed daily, snapshot 2026-09-26.