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samtianlinyang

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---
title: LevelBench-100 AI Accounting & CFO Benchmark
emoji: 📊
colorFrom: green
colorTo: blue
sdk: static
pinned: true
license: other
license_name: level-personal-academic-non-commercial-evaluation-v1.0
license_link: https://levelcfo.com/data/benchmarks/cases/LICENSE_AND_IP_NOTICE.txt
short_description: 38 AI models & playbooks on 100 SMB QuickBooks close checks
---
# LevelBench-100 (v4.1.0): Interactive AI Accounting, Fractional CFO & Operations Leaderboard

Interactive leaderboard for **[LevelBench-100 v4.1.0](https://levelcfo.com/benchmarks/agentic-accounting/)**, evaluating 38 AI models, multi-file CLI harnesses, and Level Playbooks across 100 SMB QuickBooks takeover checks, [15 anonymized SMB client close case studies](https://levelcfo.com/benchmarks/agentic-accounting/smb-case-worlds/), [30 common AI accounting mistakes](https://levelcfo.com/benchmarks/agentic-accounting/ai-error-taxonomy/), and 14 production accounting, payroll, and field-service portals.

**License**: Level Personal, Academic & Non-Commercial Evaluation License v1.0 (Commercial Use Requires License from sam@levelcfo.com). Commercial AI model training, RL environment building, and commercial benchmarking require a written license from **sam@levelcfo.com**. Canary: `LEVEL-IP-CANARY-9F4A-7C2E-PERSONAL-USE-ONLY-CONTACT-SAM-AT-LEVELCFO-COM`.

	---
	title: LevelBench-100 AI Accounting & CFO Benchmark
	emoji: 📊
	colorFrom: green
	colorTo: blue
	sdk: static
	pinned: true
	license: other
	license_name: level-personal-academic-non-commercial-evaluation-v1.0
	license_link: https://levelcfo.com/data/benchmarks/cases/LICENSE_AND_IP_NOTICE.txt
	short_description: 38 AI models & playbooks on 100 SMB QuickBooks close checks
	---

	# LevelBench-100 (v4.1.0): Interactive AI Accounting, Fractional CFO & Operations Leaderboard

	Interactive leaderboard for [LevelBench-100 v4.1.0](https://levelcfo.com/benchmarks/agentic-accounting/), evaluating 38 AI models, multi-file CLI harnesses, and Level Playbooks across 100 SMB QuickBooks takeover checks, [15 anonymized SMB client close case studies](https://levelcfo.com/benchmarks/agentic-accounting/smb-case-worlds/), [30 common AI accounting mistakes](https://levelcfo.com/benchmarks/agentic-accounting/ai-error-taxonomy/), and 14 production accounting, payroll, and field-service portals.

	License: Level Personal, Academic & Non-Commercial Evaluation License v1.0 (Commercial Use Requires License from sam@levelcfo.com). Commercial AI model training, RL environment building, and commercial benchmarking require a written license from sam@levelcfo.com. Canary: `LEVEL-IP-CANARY-9F4A-7C2E-PERSONAL-USE-ONLY-CONTACT-SAM-AT-LEVELCFO-COM`.