# Financial Modeling (Internal) (Financial Modeling)

> Moonshot AI's internal benchmark for formula linkage, financial logic, and final workbook quality in real-world modeling tasks.

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

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

## About Financial Modeling

- Year: 2026
- Tasks: Spreadsheet financial models
- Format: Internal evaluation score
- Difficulty: Professional financial modeling
- Paper: [Kimi K3.1 Pro Tech Blog: Advancing Open Intelligence](https://www.kimi.ai/blog/kimi-k3-1-pro)

The value comes from the launch chart alt text, which matches the 7.2-point gain over Kimi K3 stated in the prose. BenchLM stores the provider-published internal benchmark value as display-only launch evidence and does not treat it as an independently reproducible score.

Financial Modeling 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 | 57.6% |

## FAQ

### What does Financial Modeling measure?

Moonshot AI's internal benchmark for formula linkage, financial logic, and final workbook quality in real-world modeling tasks.

### Which model scores highest on Financial Modeling?

Kimi K3.1 Pro by Moonshot AI currently leads with a score of 57.6% on Financial Modeling.

### How many models are evaluated on Financial Modeling?

1 AI models have published results on Financial Modeling in the BenchLM catalog.

### Does Financial Modeling affect BenchLM's overall score?

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