# Business Operation (Internal) (Business Operation)

> Moonshot AI's internal benchmark for long-horizon management and decision-making in a simulated business environment.

Canonical page: https://benchlm.ai/benchmarks/kimibusinessoperation

- Category: [Agentic](/agentic)
- Last updated: October 29, 2026

## About Business Operation

- Year: 2026
- Tasks: Simulated business management
- Format: Internal evaluation score
- Difficulty: Long-horizon decision-making
- Paper: [Kimi K3.1 Pro Tech Blog: Advancing Open Intelligence](https://www.kimi.ai/blog/kimi-k3-1-pro)

BenchLM stores the provider-published internal benchmark value as display-only launch evidence and does not treat it as an independently reproducible score.

Business Operation is currently displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Leaderboard (1 models)

| Rank | Model | Creator | Score |
|------|-------|---------|-------|
| 1 | [Kimi K3.1 Pro](/models/kimi-3-1-pro) | Moonshot AI | 37.8% |

## FAQ

### What does Business Operation measure?

Moonshot AI's internal benchmark for long-horizon management and decision-making in a simulated business environment.

### Which model scores highest on Business Operation?

Kimi K3.1 Pro by Moonshot AI currently leads with a score of 37.8% on Business Operation.

### How many models are evaluated on Business Operation?

1 AI models have published results on Business Operation in the BenchLM catalog.

### Does Business Operation affect BenchLM's overall score?

Not directly. Business Operation is still displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.
