Human Creativity Benchmark - Brand Assets (Refinement) - Prompt Adherence: leaderboard

Human Creativity Benchmark (Hopkins et al., 2026): professional creatives rate anonymized brand-design images at the Refinement stage, where a near-final design needs targeted edits. The score is the mean 1-5 rating of how faithful the output is to the prompt, over the evaluators and prompts of this domain and stage; higher is better.

Metric: Mean expert Likert rating (1-5) of faithfulness to the prompt; brand-design images at the Refinement stage, rated by professional creatives. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 4 models tracked.

Top models

#ModelScoreOverall rank
1Nano Banana Pro (Gemini 3 Pro Image Preview)4.08
2GPT Image 1.53.72
3Seedream 4.53.22
4Flux 2 Max2.92

Interactive version: theaggregate.ai/benchmark?slug=human-creativity-benchmark-brand-assets-refinement-prompt-adherence · How It Works · Data refreshed daily, snapshot 2026-11-12.