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Publish Level CFO Organization Profile Card

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  - **30 Common AI Accounting & CFO Mistakes**: [https://levelcfo.com/benchmarks/agentic-accounting/ai-error-taxonomy/](https://levelcfo.com/benchmarks/agentic-accounting/ai-error-taxonomy/)
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  - **15 Anonymized SMB Client Close Case Studies**: [https://levelcfo.com/benchmarks/agentic-accounting/smb-case-worlds/](https://levelcfo.com/benchmarks/agentic-accounting/smb-case-worlds/)
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  - **LevelBench-100 Deep-Dive Article**: [https://levelcfo.com/blog/levelbench-100-ai-accounting-cfo-benchmark/](https://levelcfo.com/blog/levelbench-100-ai-accounting-cfo-benchmark/)
 
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  - **Industry Benchmark Hubs**: [Contractors](https://levelcfo.com/benchmarks/contractor/) 路 [Contractor Valuation Multiples](https://levelcfo.com/benchmarks/contractor-valuation/) 路 [Healthcare & Clinics](https://levelcfo.com/benchmarks/healthcare/) 路 [Restaurants](https://levelcfo.com/benchmarks/restaurants/) 路 [Cleaning & Janitorial](https://levelcfo.com/benchmarks/cleaning/) 路 [Staffing Agencies](https://levelcfo.com/benchmarks/staffing/) 路 [Landscaping](https://levelcfo.com/benchmarks/landscaping/) 路 [Ecommerce & DTC](https://levelcfo.com/benchmarks/ecommerce/)
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  - **Level Open Finance (20 Finance Skills & Local MCP Server)**: [https://levelcfo.com/finance-systems/](https://levelcfo.com/finance-systems/) ([GitHub](https://github.com/levelcfo/open-finance-skills))
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  - **The Trade Economy Index**: [https://tradesindex.org](https://tradesindex.org)
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  ## Official Hugging Face Datasets & Interactive Spaces
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  1. **[LevelCFO/levelbench-100 (Dataset)](https://huggingface.co/datasets/LevelCFO/levelbench-100)** & **[Interactive Leaderboard Space](https://huggingface.co/spaces/LevelCFO/levelbench-100)**: 38 AI configurations evaluated across 100 QuickBooks takeover checks, 15 SMB close case studies, 30 AI accounting error patterns, 14 accounting/payroll portals, and 6 multi-file CLI harnesses.
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- 2. **[LevelCFO/smb-financial-benchmarks (Dataset)](https://huggingface.co/datasets/LevelCFO/smb-financial-benchmarks)** & **[Interactive Benchmark Explorer Space](https://huggingface.co/spaces/LevelCFO/smb-financial-benchmarks)**: 19 contractor percentile benchmarks across 2,200+ contractors, 41 vertical metrics across 6 SMB industries, 5 public contractor SEC 10-K comps, and 39 valuation multiple brackets.
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- 3. **[LevelCFO/trade-economy-index (Dataset)](https://huggingface.co/datasets/LevelCFO/trade-economy-index)**: US skilled-trade wages, establishments, public-company comps, and state-level economics.
 
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  ## Licensing & Commercial Contact
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- - **LevelBench-100 & SMB Financial Benchmarks License**: **Level Personal, Academic & Non-Commercial Evaluation License v1.0 (Commercial Use Requires License from sam@levelcfo.com)** ([full text](https://levelcfo.com/data/benchmarks/cases/LICENSE_AND_IP_NOTICE.txt)). Commercial AI model training, fine-tuning, RL environment building, commercial benchmarking, or paid product redistribution requires a written commercial license from **[sam@levelcfo.com](mailto:sam@levelcfo.com)**.
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  - **Embedded IP Canary**: `LEVEL-IP-CANARY-9F4A-7C2E-PERSONAL-USE-ONLY-CONTACT-SAM-AT-LEVELCFO-COM`
 
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  - **30 Common AI Accounting & CFO Mistakes**: [https://levelcfo.com/benchmarks/agentic-accounting/ai-error-taxonomy/](https://levelcfo.com/benchmarks/agentic-accounting/ai-error-taxonomy/)
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  - **15 Anonymized SMB Client Close Case Studies**: [https://levelcfo.com/benchmarks/agentic-accounting/smb-case-worlds/](https://levelcfo.com/benchmarks/agentic-accounting/smb-case-worlds/)
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  - **LevelBench-100 Deep-Dive Article**: [https://levelcfo.com/blog/levelbench-100-ai-accounting-cfo-benchmark/](https://levelcfo.com/blog/levelbench-100-ai-accounting-cfo-benchmark/)
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+ - **Software Benchmarks**: [Accounting & ERP Benchmark](https://levelcfo.com/benchmarks/finance-software/) 路 [Contractor Field Software Comparison](https://levelcfo.com/benchmarks/contractor-software-comparison/)
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  - **Industry Benchmark Hubs**: [Contractors](https://levelcfo.com/benchmarks/contractor/) 路 [Contractor Valuation Multiples](https://levelcfo.com/benchmarks/contractor-valuation/) 路 [Healthcare & Clinics](https://levelcfo.com/benchmarks/healthcare/) 路 [Restaurants](https://levelcfo.com/benchmarks/restaurants/) 路 [Cleaning & Janitorial](https://levelcfo.com/benchmarks/cleaning/) 路 [Staffing Agencies](https://levelcfo.com/benchmarks/staffing/) 路 [Landscaping](https://levelcfo.com/benchmarks/landscaping/) 路 [Ecommerce & DTC](https://levelcfo.com/benchmarks/ecommerce/)
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  - **Level Open Finance (20 Finance Skills & Local MCP Server)**: [https://levelcfo.com/finance-systems/](https://levelcfo.com/finance-systems/) ([GitHub](https://github.com/levelcfo/open-finance-skills))
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  - **The Trade Economy Index**: [https://tradesindex.org](https://tradesindex.org)
 
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  ## Official Hugging Face Datasets & Interactive Spaces
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  1. **[LevelCFO/levelbench-100 (Dataset)](https://huggingface.co/datasets/LevelCFO/levelbench-100)** & **[Interactive Leaderboard Space](https://huggingface.co/spaces/LevelCFO/levelbench-100)**: 38 AI configurations evaluated across 100 QuickBooks takeover checks, 15 SMB close case studies, 30 AI accounting error patterns, 14 accounting/payroll portals, and 6 multi-file CLI harnesses.
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+ 2. **[LevelCFO/smb-financial-benchmarks (Dataset)](https://huggingface.co/datasets/LevelCFO/smb-financial-benchmarks)** & **[Interactive Benchmark Explorer Space](https://huggingface.co/spaces/LevelCFO/smb-financial-benchmarks)**: 19 contractor percentile benchmarks across 2,200+ contractors, 41 vertical metrics across 6 SMB industries, 6 public contractor SEC 10-K comps, 39 valuation multiple brackets, and BLS trade wage anchors.
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+ 3. **[LevelCFO/software-benchmarks (Dataset)](https://huggingface.co/datasets/LevelCFO/software-benchmarks)** & **[Interactive Software Benchmark Space](https://huggingface.co/spaces/LevelCFO/software-benchmarks)**: 9 accounting/ERP systems, 8 contractor field-service & procurement tools, 11 subledger-to-GL handoff traps, and 26 multi-industry software stacks.
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+ 4. **[LevelCFO/trade-economy-index (Dataset)](https://huggingface.co/datasets/LevelCFO/trade-economy-index)**: US skilled-trade wages, establishments, public-company comps, and state-level economics.
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  ## Licensing & Commercial Contact
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+ - **LevelBench-100, SMB Financial Benchmarks & Software Benchmarks License**: **Level Personal, Academic & Non-Commercial Evaluation License v1.0 (Commercial Use Requires License from sam@levelcfo.com)** ([full text](https://levelcfo.com/data/benchmarks/cases/LICENSE_AND_IP_NOTICE.txt)). Commercial AI model training, fine-tuning, RL environment building, commercial benchmarking, or paid product redistribution requires a written commercial license from **[sam@levelcfo.com](mailto:sam@levelcfo.com)**.
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  - **Embedded IP Canary**: `LEVEL-IP-CANARY-9F4A-7C2E-PERSONAL-USE-ONLY-CONTACT-SAM-AT-LEVELCFO-COM`