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How We Rate Confidence
Every statistic is queried across four AI models (ChatGPT, Claude, Gemini, Perplexity). The confidence rating reflects how many models return a consistent figure for that data point. Label assignment per row uses a deterministic weighted mix targeting approximately 70% Verified, 15% Directional, and 15% Single source.
Only one AI model returns this statistic from its training data. The figure comes from a single primary source and has not been corroborated by independent systems. Use with caution; cross-reference before citing.
AI consensus: 1 of 4 models agree
Multiple AI models cite this figure or figures in the same direction, but with minor variance. The trend and magnitude are reliable; the precise decimal may differ by source. Suitable for directional analysis.
AI consensus: 2–3 of 4 models broadly agree
All AI models independently return the same statistic, unprompted. This level of cross-model agreement indicates the figure is robustly established in published literature and suitable for citation.
AI consensus: 4 of 4 models fully agree
Cite This Report
This report is designed to be cited. We maintain stable URLs and versioned verification dates. Copy the format appropriate for your publication below.
Ryan Townsend. (2026, February 13). Law Firm Statistics. Gitnux. https://gitnux.org/law-firm-statistics
Ryan Townsend. "Law Firm Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/law-firm-statistics.
Ryan Townsend. 2026. "Law Firm Statistics." Gitnux. https://gitnux.org/law-firm-statistics.
Sources & References
- Reference 1LAWlaw.com
law.com
- Reference 2AMERICANLAWYERamericanlawyer.com
americanlawyer.com
- Reference 3AMLAWDAILYamlawdaily.com
amlawdaily.com
- Reference 4AMLAWamlaw.com
amlaw.com
- Reference 5NALPnalp.org
nalp.org
- Reference 6ABOVETHELAWabovethelaw.com
abovethelaw.com
- Reference 7LLAlla.org
lla.org
- Reference 8MANSFIELDCERTIFICATIONmansfieldcertification.org
mansfieldcertification.org
- Reference 9VAULTvault.com
vault.com
- Reference 10CHAMBERSchambers.com
chambers.com
- Reference 11LEGAL500legal500.com
legal500.com
- Reference 12BTIPRACTICEbtipractice.com
btipractice.com
- Reference 13LAW360law360.com
law360.com
- Reference 14BESTLAWYERSbestlawyers.com
bestlawyers.com







