| --- |
| 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 |
| language: |
| - en |
| pretty_name: "Level Contractor, Ecommerce & Multi-Industry Accounting/ERP Software Benchmark (2026)" |
| size_categories: |
| - n<1K |
| tags: |
| - accounting |
| - erp |
| - software-benchmark |
| - quickbooks |
| - netsuite |
| - sage-intacct |
| - servicetitan |
| - buildops |
| - finaloop |
| configs: |
| - config_name: field_service_and_procurement_software |
| data_files: field_service_and_procurement_software.json |
| - config_name: accounting_and_erp_systems |
| data_files: accounting_and_erp_systems.json |
| - config_name: subledger_gl_handoff_traps |
| data_files: subledger_gl_handoff_traps.json |
| - config_name: multi_industry_software_stacks |
| data_files: multi_industry_software_stacks.json |
| - config_name: industry_close_operator_patterns |
| data_files: industry_close_operator_patterns.json |
| --- |
| |
| # 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](https://levelcfo.com/data/benchmarks/cases/LICENSE_AND_IP_NOTICE.txt)). 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/](https://levelcfo.com/benchmarks/finance-software/) |
| - **Canonical Contractor Field & Procurement Software Comparison**: [https://levelcfo.com/benchmarks/contractor-software-comparison/](https://levelcfo.com/benchmarks/contractor-software-comparison/) |
| - **The Level Index Hub**: [https://levelcfo.com/benchmarks/](https://levelcfo.com/benchmarks/) |
| - **AI Accounting & CFO Benchmark (LevelBench-100)**: [https://levelcfo.com/benchmarks/agentic-accounting/](https://levelcfo.com/benchmarks/agentic-accounting/) |
| - **Hugging Face Dataset**: [https://huggingface.co/datasets/LevelCFO/software-benchmarks](https://huggingface.co/datasets/LevelCFO/software-benchmarks) |
| - **Hugging Face Interactive Space**: [https://huggingface.co/spaces/LevelCFO/software-benchmarks](https://huggingface.co/spaces/LevelCFO/software-benchmarks) |
| - **GitHub Repository**: [https://github.com/levelcfo/software-benchmarks](https://github.com/levelcfo/software-benchmarks) |
| - **Published by**: [Level](https://levelcfo.com) (vendor-neutral, zero affiliate or referral fees) |
|
|
| --- |
|
|
| ## 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](https://levelcfo.com/benchmarks/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](https://levelcfo.com/benchmarks/finance-software/) | |
| | `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](https://levelcfo.com/benchmarks/finance-software/) | |
| | `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](https://levelcfo.com/benchmarks/) | |
| | `industry_close_operator_patterns` | 13 | 13 controller close & reconciliation playbooks across 6 SMB industries | [The Level Index Hub](https://levelcfo.com/benchmarks/) | |
|
|
| --- |
|
|
| ## 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](https://levelcfo.com/data/benchmarks/cases/LICENSE_AND_IP_NOTICE.txt)) |
| - **Copyright Owner**: OpsPro AI, Inc. d/b/a Level ([https://levelcfo.com](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 |
|
|
| ```bibtex |
| @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} |
| } |
| ``` |
|
|
