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Finch: Finance & Accounting Cowork Benchmark

AI agents on long, multi-step enterprise finance and accounting workflows centred on spreadsheets: data entry, formatting, cross-file retrieval, calculation, financial modelling, validation, translation, visualisation and reporting. The workflows come from real workspaces, including Enron's spreadsheets and emails.

Best reported

38.4

GPT 5.1 ProOpenAI

workflow pass rate % (human eval)

Apr 2026

Finch: Finance & Accounting Cowork Benchmark arXiv v5 (2026-04-15)

workflow pass rate % (human eval), higher is better. 2 models.

Updated Apr 2026

  1. GPT 5.1 Pro38.4
  2. claude-sonnet-4.525

Finch: Finance & Accounting Cowork Benchmark arXiv v5 (2026-04-15)

workflow pass rate % (human eval), higher is better. 2 models.

Updated Apr 2026

  1. 1GPT 5.1 Pro38.4
  2. 2claude-sonnet-4.525
Finch: Finance & Accounting Cowork Benchmark leaderboard (workflow pass rate % (human eval), higher is better)
1GPT 5.1 ProOpenAI38.4product agent, 172 workflowsPaper Table 5
Reported by the authors, Apr 2026
2claude-sonnet-4.5Anthropic25product agent, 172 workflowsPaper Table 5
Reported by the authors, Apr 2026

Full details for Finch: Finance & Accounting Cowork Benchmark