Human Creativity Benchmark - Ad Video (Refinement) - Visual Appeal: leaderboard
Metric: Mean expert Likert rating (1-5) of visual interest, cohesion and polish; product advertising videos at the Refinement stage, rated by professional creatives. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Grok Imagine Video | 3.72 |
| 2 | Kling 3.0 Pro | 3.53 |
| 3 | Seedance 1.5 Pro | 3.39 |
| 4 | Veo 3.1 | 2.89 |
Interactive version: theaggregate.ai/benchmark?slug=human-creativity-benchmark-ad-video-refinement-visual-appeal · How It Works · Data refreshed daily, snapshot 2026-09-26.