# Finch (FinWorkBench): Finance & Accounting across Spreadsheet-Centric Enterprise Workflows (Finch)

> A benchmark of real finance and accounting workflows built around spreadsheets: creating, editing and analysing workbooks the way an analyst or accountant would.

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

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

## About Finch

- Year: 2026
- Tasks: Spreadsheet-centric finance and accounting workflows
- Format: Task score
- Difficulty: Enterprise finance work
- Paper: [Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows](https://arxiv.org/abs/2512.13168)

Mistral reported these results in its October 29, 2026 Mistral Large 4 open-weight post, including the rival-model values in its chart. They are provider-run, so BenchLM shows them display-only and keeps them out of weighted scores.

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

## Leaderboard (4 models)

| Rank | Model | Creator | Score |
|------|-------|---------|-------|
| 1 | [Kimi K3](/models/kimi-k3) | Moonshot AI | 77.3% |
| 2 | [Mistral Large 4](/models/mistral-large-4) | Mistral | 73.3% |
| 3 | [DeepSeek V4 Pro 0813](/models/deepseek-v4-pro-0813) | DeepSeek | 67.4% |
| 4 | [GLM-5.3](/models/glm-5-3) | Z.AI | 65.1% |

## FAQ

### What does Finch measure?

A benchmark of real finance and accounting workflows built around spreadsheets: creating, editing and analysing workbooks the way an analyst or accountant would.

### Which model scores highest on Finch?

Kimi K3 by Moonshot AI currently leads with a score of 77.3% on Finch.

### How many models are evaluated on Finch?

4 AI models have published results on Finch in the BenchLM catalog.

### Does Finch affect BenchLM's overall score?

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

## Compare Top Models on Finch

- [Kimi K3 vs Mistral Large 4](/compare/kimi-k3-vs-mistral-large-4)
- [Mistral Large 4 vs DeepSeek V4 Pro 0813](/compare/deepseek-v4-pro-0813-vs-mistral-large-4)
- [DeepSeek V4 Pro 0813 vs GLM-5.3](/compare/deepseek-v4-pro-0813-vs-glm-5-3)