Human Creativity Benchmark - Landing Pages (Refinement) - Usability: 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 well the output would work in the context of the prompt and campaign, over the evaluators and prompts of this domain and stage; higher is better.
Metric: Mean expert Likert rating (1-5) of usability in the context of the prompt and campaign; 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
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 4.6 | 4.13 | #100 |
| 2 | GPT-5.3 Codex | 4.07 | #114 |
| 3 | Qwen 3.5 397B A17B | 4.03 | #242 |
| 4 | Gemini 3.1 Pro (Preview) | 3.93 | #91 |
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-usability · How It Works · Data refreshed daily, snapshot 2026-11-12.