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
NY Boating Law After the 1000 Islands Poker Run Speeding Arrest
What the Sunny Hostin Bodycam Reveals About NY Trespass Evidence
Was Taylor Farms' $1M Donation to MAGA Inc. Legal?
Why CNN Has Less FCC Risk Than ABC or NBC Over Trump Speech
Can the President Fire a Court-Appointed US Attorney?
The Material Witness Label Behind Trump's Journalist Subpoenas
Walmart's Legal Exposure in the Cyclospora Lettuce Recall
Westlaw CoCounsel: AI Legal Research Tool EvaluationThomson Reuters
Westlaw CoCounsel vs Lexis+ AI: A Comparison of Hallucination Risk, Citation Verification, and Ethical Compliance
What the Evidence Actually Says About AI Replacing Lawyers
Why You Should Not Use ChatGPT for Legal Advice
Why Wilhoite's Criminal Dismissal Doesn't Stop His Civil Suit
Why the Zyrtec Recall Is a Manufacturing Defect Case
AI Citation Hallucination: Court Sanctions and Documented Legal Malpractice Incidents
What AI Contract Analysis Benchmarks Reveal About Accuracy Risks
Why AI Data Center Energy Deals Carry Hidden Legal Risks
What Is the Best AI for Legal Advice in 2026?
What the Beyoncé-Jay-Z gate crash means for AI video evidence
Bill Ackman and the F-1 Visa Appointment Meltdown
Claude, ChatGPT, or Kimi K3 — Which Wins for Legal Tasks?
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