Human Creativity Benchmark - Desktop Apps (Ideation) - Prompt Adherence: leaderboard

Human Creativity Benchmark (Hopkins et al., 2026): professional creatives rate anonymized desktop-app interfaces generated as code at the Ideation stage, where outputs should propose a promising creative direction. 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; desktop-app interfaces written as code at the Ideation stage, rated by professional creatives. Source: arxiv.org. Saturation forecast: Around February 2027. 4 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.63.86#100
2GPT-5.3 Codex3.49#114
3Gemini 3.1 Pro (Preview)3.46#91
4Qwen 3.5 397B A17B3.26#242

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

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