Human Creativity Benchmark - Landing Pages (Refinement) - Visual Appeal: leaderboard

Human Creativity Benchmark (Hopkins et al., 2026): professional creatives rate anonymized landing pages generated as code at the Refinement stage, where a near-final design needs targeted edits. The score is the mean 1-5 rating of how visually interesting, cohesive and polished the output is, over the evaluators and prompts of this domain and stage; higher is better.

Metric: Mean expert Likert rating (1-5) of visual interest, cohesion and polish; landing pages written as code at the Refinement stage, rated by professional creatives. Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.64.27#100
2GPT-5.3 Codex4.23#114
3Gemini 3.1 Pro (Preview)4.13#91
4Qwen 3.5 397B A17B3.97#242

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=human-creativity-benchmark-landing-pages-refinement-visual-appeal · How It Works · Data refreshed daily, snapshot 2026-11-12.