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
Pentagon's Casualty Secrecy Raises Legal Issues
Why the PGP Pause Leaves Little Room for Legal Action
How the Pitt-Jolie children's name change follows California's legal process
How bad is the public charge rule's chilling effect?
Legal considerations for retiree healthcare cost planning
The Untested Legal Claim at the Heart of Rogoff v. Trump
How Ryan Gold's Suspension Exposes a Gap in Sports Betting Law
The SCOTUS Green Card Ruling Wasn't About a Processing Pause
SpaceX Pentagon AI Deal Exposes Federal Ethics Gaps
Tate Brothers Arrest Triggers Multi-Jurisdictional Legal Fight
Texas Delta-8 THC Ban Takes Effect July 31, 2026
How the Trump Administration Reshaped Election Law for 2026
How AI Is Breaking the Billable Hour
The AI Compliance Jobs Boom: What Roles Exist, What They Pay, and How to Break In
How to Build an AI Due Diligence Checklist That Meets Professional Responsibility Standards
AI eDiscovery Review and Privilege: The 2026 Federal Rulings in Context
AI Replacing Lawyers? What the 2026 Data Actually Shows
When AI Shark Drones Miss a Threat, Who Is Liable?
How to Choose AI Tools for Your Law Firm in 2026
How to Use AI for Witness Impeachment in Depositions
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