Human Creativity Benchmark - Ad Images (Mockup) - Visual Appeal: leaderboard
Human Creativity Benchmark (Hopkins et al., 2026): professional creatives rate anonymized advertising images at the Mockup stage, where a chosen direction is developed into a coherent concept. 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; advertising images at the Mockup stage, rated by professional creatives. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 4 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT Image 1.5 | 3.87 | |
| 2 | Nano Banana Pro (Gemini 3 Pro Image Preview) | 3.77 | |
| 3 | Seedream 4.5 | 3.17 | |
| 4 | Flux 2 Pro | 3.03 |
Interactive version: theaggregate.ai/benchmark?slug=human-creativity-benchmark-ad-images-mockup-visual-appeal · How It Works · Data refreshed daily, snapshot 2026-11-12.