Human Creativity Benchmark - Ad Images (Mockup) - Visual Appeal: leaderboard
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 |
|---|---|---|
| 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 2026-09-26.