Human Creativity Benchmark - Ad Images (Ideation) - Usability: leaderboard

Human Creativity Benchmark (Hopkins et al., 2026): professional creatives rate anonymized advertising images at the Ideation stage, where outputs should propose a promising creative direction. 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; advertising images at the Ideation stage, rated by professional creatives. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 4 models tracked.

Top models

#ModelScoreOverall rank
1GPT Image 1.53.03
2Flux 2 Pro3.03
3Seedream 4.52.93
4Nano Banana Pro (Gemini 3 Pro Image Preview)2.93

Interactive version: theaggregate.ai/benchmark?slug=human-creativity-benchmark-ad-images-ideation-usability · How It Works · Data refreshed daily, snapshot 2026-11-12.