LLM Stats (BenchCAD): leaderboard

LLM Stats compilation of vendor-reported BenchCAD results without tools: BenchCAD is built from 17,900 execution-verified CadQuery programs across 106 industrial part families, and its Vision2Code task asks the model to write CadQuery code that reproduces a part from multi-view renders, scored by voxel IoU against the reference geometry (0-1, shown as %). Higher is better. All rows are self-reported, and vendors may report different task subsets.

Metric: Score (%). Source: llm-stats.com. Saturation forecast: Around August 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 5.574.7#13
2Claude Opus 5.573#3
3Kimi K3.1 Pro72.8#18
4GPT-5.6 Sol70.6#22
5Claude Haiku 5.567#46
6GPT-5.6 Luna63.1#80
7GPT-5.6 Terra62.3#43

No result here: #5 GPT-6 Astra, #6 GPT-6.1 Sol, #9 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=llm-stats-benchcad · How It Works · Data refreshed daily, snapshot 2026-11-07.