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
More Than 50 Lawsuits Challenge the NCAA's Fifth Year Eligibility Rule
Gavin Newsom's 25th Amendment call carries no legal weight
North Sea Oil Drilling Legal Challenges: 2025 Scorecard
Nothing Bundt Cakes fraud investigation and legal risk under KKR
How Courts Reversed Trump's National Security Ban on Offshore Wind
Peter Navarro's Contempt Conviction Survives — Why Bannon's Didn't
Purpose-Built Legal AI vs. General Models: What the Accuracy Benchmarks Show
What litigators can learn from the Rebel Wilson defamation ruling
What Are the New Penalties for Violating Restricted Airspace?
Student newspaper advisor lawsuits surge in 2026
What the Tiffany Haddish DUI Ruling Means for Defense Attorneys
The Cascading Legal Consequences of Trump's Election Integrity Claims
The legal showdown over Trump's mail voting executive order
How Trump's NSF Cuts Could Stifle AI Legal Research
What the 2025 Analog AI Patent Landscape Reveals
Why permanent daylight saving time legislation keeps failing in Congress
How the 2027 COLA Forecast Reshapes Social Security Taxation
How Accurate Is AI Contract Review? 2026 Benchmark Results
AI Contract Review Buyer's Guide: How to Evaluate Tools (2026)
AI Evidence and Criminal Charges for Fatal Reckless Driving
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