Cookie-Bench - HTML Dynamic: leaderboard
Metric: Cookie total score (0-100) from the autonomous Cookie evaluator, which drives the rendered page and judges the continuous execution video against human-calibrated functionality and aesthetics rubrics, on the dynamic (interactive-application) queries, HTML mode: the model receives only the query and returns one self-contained HTML file, with no scaffold or tools; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.7 | 83.5 |
| 2 | Kimi K2.6 | 80.8 |
| 3 | Claude Opus 4.6 | 79 |
| 4 | GPT-5.4 | 76.9 |
| 5 | DeepSeek V4 Pro | 76.8 |
| 6 | GLM-5.1 | 76.5 |
| 7 | Qwen 3.6 Plus | 74.3 |
| 8 | MiMo-V2-Pro | 73.8 |
| 9 | Gemini 3.1 Pro (Preview) | 73.7 |
| 10 | DeepSeek V4 Flash | 72.4 |
| 11 | Qwen 3.6 27B | 69.6 |
| 12 | Gemini 3 Flash | 65.5 |
| 13 | Qwen 3.6 35B A3B | 61.7 |
Interactive version: theaggregate.ai/benchmark?slug=cookie-bench-html-dynamic · How It Works · Data refreshed daily, snapshot 2026-10-07.