Level Contractor, Ecommerce & Multi-Industry Accounting/ERP Software Benchmark (2026.10.25)

NON-COMMERCIAL EVALUATION LICENSE NOTICE: This dataset compilation is published under the Level Personal, Academic & Non-Commercial Evaluation License v1.0 (Commercial Use Requires License from sam@levelcfo.com) (full license & IP notice). Free for personal operator review, individual CPA/CFO inspection, and non-commercial academic evaluation only. Commercial AI labs, foundation model trainers, RL environment builders, data brokers, and commercial software vendors are strictly prohibited from training on, redistributing, or commercially benchmarking with this compilation without a written commercial license. Contact sam@levelcfo.com for commercial licensing.

Release: 2026.10.25

• Canonical Accounting & ERP Benchmark: https://levelcfo.com/benchmarks/finance-software/
• Canonical Contractor Field & Procurement Software Comparison: https://levelcfo.com/benchmarks/contractor-software-comparison/
• The Level Index Hub: https://levelcfo.com/benchmarks/
• AI Accounting & CFO Benchmark (LevelBench-100): https://levelcfo.com/benchmarks/agentic-accounting/
• Hugging Face Dataset: https://huggingface.co/datasets/LevelCFO/software-benchmarks
• Hugging Face Interactive Space: https://huggingface.co/spaces/LevelCFO/software-benchmarks
• GitHub Repository: https://github.com/levelcfo/software-benchmarks
• Published by: Level (vendor-neutral, zero affiliate or referral fees)

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Tables in This Dataset

Table / Config	Rows	Scope & Provenance	Canonical Page
field_service_and_procurement_software	8	8 field-service & materials-procurement platforms (ServiceTitan, BuildOps, Jobber, Housecall Pro, Joblogic, FieldEdge, SubBase, Kojo) with accounting sync gaps, demo scripts & hold conditions	Contractor Software Comparison
accounting_and_erp_systems	9	9 general ledgers & ERPs (QuickBooks Online, Finaloop, QuickBooks Desktop Enterprise, Sage Intacct Construction, Viewpoint Spectrum, FOUNDATION, Sage 100 Contractor, Sage 300 CRE, Oracle NetSuite)	Finance Software Benchmark
subledger_gl_handoff_traps	11	11 operational subledger-to-GL integration pairs (Shopify/Settle, BuildOps, ServiceTitan, Jobber, Housecall Pro, Simpro, Roofr, Bill.com, Ramp/Brex, Gusto/Rippling/ADP) and their month-end close traps	Finance Software Benchmark
multi_industry_software_stacks	26	26 operational, POS, EHR, ATS, and accounting stack configurations across Ecommerce, Restaurants, Healthcare, Cleaning, Staffing, and Landscaping	The Level Index Hub
industry_close_operator_patterns	13	13 controller close & reconciliation playbooks across 6 SMB industries	The Level Index Hub

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License, Commercial Restrictions & IP Canary Notice

• License: Level Personal, Academic & Non-Commercial Evaluation License v1.0 (Commercial Use Requires License from sam@levelcfo.com) (full text)
• Copyright Owner: OpsPro AI, Inc. d/b/a Level (https://levelcfo.com)
• Commercial Restriction: Any commercial use, AI model training, RL environment building, commercial data brokerage, or enterprise redistribution requires a written commercial license from sam@levelcfo.com.
• IP Canary Watermark Token: LEVEL-IP-CANARY-9F4A-7C2E-PERSONAL-USE-ONLY-CONTACT-SAM-AT-LEVELCFO-COM

Citation

@misc{level_software_benchmarks_2026,
  title  = {Level Contractor, Ecommerce & Multi-Industry Accounting/ERP Software Benchmark},
  author = {Yang, Sam and Goldsmith, Lewis and Level},
  year   = {2026},
  url    = {https://levelcfo.com/benchmarks/finance-software/},
  note   = {Level Personal, Academic & Non-Commercial Evaluation License v1.0. Commercial use requires license from sam@levelcfo.com}
}