Benchmarks

Citation-accuracy and reliability benchmarks for AI legal research and drafting tools, framed as risk assessment rather than product endorsement. Each entry discloses the benchmark source type (peer-reviewed academic study, vendor-published report, or independent test), the tool name and version tested, the test date, and a methodology summary, and visually separates independent findings from vendor-coordinated ones. Entries cross-link to any Risk Digest case naming the same tool. Does not contain case outcomes (Risk Digest) or how-to guidance (Workflows), though it links to both.

ToolVendorSourceHallucination rateVersion testedTest date
Investigations and Legal Proceedings After a Boating Death
Why US Law Firms Cannot Ethically Use Kimi K3
Kirsten Storms custody battle legal mechanics in Tennessee
A Market Map of Legal AI Companies in 2026
How Safe Is Legal AI for Pro Se Court Filings?
The Legal Implications of the Saudi Uranium Enrichment Deal
Managing workforce retention during the EB-2 India visa freeze
The Antitrust Irony of Massachusetts' Ticket Resale Cap
How Nicaragua's Election Abolition Completes Autocratic Legalism
How Ortega Used Law to Abolish Nicaragua's Elections
Four Legal Controversies Hidden in the Party-Line NDAA Vote
Is Permanent Daylight Saving Time Constitutional?
Privacy Impact Assessment Tools with AI: A Comparison Guide for Legal Teams
The Legal Risks of Ranitidine Contamination in Cetirizine
The SAVE Act's Voter ID Rule Creates a Constitutional Paradox
Which State's Search Rules Apply in Multi-State Fraud Cases?
Shomari Figures and Alabama's Redistricting Reversal
SOXL Long-Term Holding Creates Suitability Risks Under FINRA Rule 2111
Tracking student loan cancellation court rulings in 2026
Temporary Flight Restrictions: 2026 Enforcement Risks for Pilots
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