Level (levelcfo.com)

Level (OpsPro AI, Inc. d/b/a Level) provides always-on bookkeeping, accrual month-end close, tax, and fractional CFO services for contractors, service businesses, and ecommerce brands, and publishes open financial research and AI accounting benchmarks.

• Main Website: https://levelcfo.com
• The Level Index (Benchmark Hub): https://levelcfo.com/benchmarks/
• LevelBench-100 (v4.1) AI Accounting & CFO Benchmark: https://levelcfo.com/benchmarks/agentic-accounting/
  • 30 Common AI Accounting Mistakes
  • 15 Anonymized SMB Client Close Case Studies
  • Full LevelBench-100 Technical Deep-Dive
• Multi-Vertical SMB Financial & Software Benchmarks:
  • Contractors (2,200+ Firms, 19 Percentile Metrics)
  • Contractor EV/EBITDA Valuation Multiples
  • Healthcare & Clinics · Restaurants · Cleaning & Janitorial · Staffing Agencies · Landscaping · Ecommerce & DTC
  • Contractor Field Software Comparison · Multi-Industry Finance Software Benchmark
• Level Open Finance (v0.2.1): https://levelcfo.com/finance-systems/
• The Trade Economy Index & Commercial Building Value Calculator: https://tradesindex.org · https://levelcfo.com/tools/building-value-calculator/ · MCP Server

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Public Repositories & Mirrors

Repository	Description	Canonical Surface	Hugging Face Mirror
levelcfo/levelbench-100	LevelBench-100 (v4.1): 38 AI models, 15 SMB close case workbooks (.xlsx) & 31 test-case rubrics, 30 AI accounting mistakes, 14-portal browser benchmark, 6 CLI harnesses	levelcfo.com/benchmarks/agentic-accounting/	HF Dataset · HF Space
levelcfo/smb-financial-benchmarks	19 contractor percentile metrics (2,200+ contractors), 41 metrics across 6 SMB verticals, 6 public SEC 10-K comps, 39 valuation brackets, 5 BLS wage anchors	levelcfo.com/benchmarks/	HF Dataset · HF Space
levelcfo/software-benchmarks	9 accounting/ERP systems, 8 contractor field & procurement tools, 11 subledger-to-GL handoff traps, 26 multi-industry software stacks	levelcfo.com/benchmarks/finance-software/	HF Dataset · HF Space
levelcfo/open-finance-skills	20 evidence-first finance & accounting skills with synthetic examples and a read-only local MCP server	levelcfo.com/finance-systems/	-
levelcfo/trade-economy-index-data	The Trade Economy Index: 13 US skilled trades, 9,084,887 commercial buildings, state wages, and public comps (DOI 10.5281/zenodo.21762674)	tradesindex.org/data/	HF Dataset · HF Space

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Non-Commercial Evaluation License & Commercial Contact

• License: Level Personal, Academic & Non-Commercial Evaluation License v1.0 (Commercial Use Requires License from sam@levelcfo.com) (full text)
• Commercial Licensing Contact: Commercial AI model training, fine-tuning, RL environment building, commercial benchmarking, or paid product redistribution requires a written license from sam@levelcfo.com.
• Embedded IP Canary: LEVEL-IP-CANARY-9F4A-7C2E-PERSONAL-USE-ONLY-CONTACT-SAM-AT-LEVELCFO-COM