Business Operation (Internal) (Business Operation)
We show this table for reference; we do not rank on it.
Moonshot AI's internal benchmark for long-horizon management and decision-making in a simulated business environment.
Benchmark score on Business Operation — October 29, 2026
We compile the Business Operation rows from provider self-reports. Kimi K3.1 Pro leads the table at 37.8%. We do not use these results to rank models overall.
1 modelAgenticCurrentDisplay onlyUpdated October 29, 2026
Benchmark score table (1 model)
| Rank | Model / configuration | Score | Parameters (B) | Open / closed |
|---|---|---|---|---|
| 1 | Kimi K3.1 ProMoonshot AI | 37.8% | Not reported | Pending |
About Business Operation
Year
2026
Tasks
Simulated business management
Format
Internal evaluation score
Difficulty
Long-horizon decision-making
BenchLM stores the provider-published internal benchmark value as display-only launch evidence and does not treat it as an independently reproducible score.
Freshness and provenance
Version
Business Operation 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
Questions
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.
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
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