EnterpriseBench Sandbox (LangChain, CoT): leaderboard
Metric: Judged task accuracy (0-1; 500 enterprise tasks, final execution graded with the Prometheus-2 rubric by GPT-4; agent built in LangChain with two few-shot examples per call, chain-of-thought planning). Source: arxiv.org. Saturation forecast: Estimated already saturated. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | O1 Mini | 0.28 |
| 2 | GPT-4o | 0.27 |
| 3 | Claude 3.5 Sonnet (20240620) | 0.27 |
| 4 | Llama 3.3 70B Instruct | 0.22 |
| 5 | Llama 3.1 8B Instruct | 0.06 |
Interactive version: theaggregate.ai/benchmark?slug=enterprisebench-sandbox-langchain-cot · How It Works · Data refreshed daily, snapshot 2026-09-26.