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.

Tool	Vendor	Source	Hallucination rate	Version tested	Test date
Can Bill Pulte Legally Serve as Acting DNI?	—	—	—	—	—
How the Blue Angels Flyover Exposes a Legal Liability Gap	—	—	—	—	—
Cher Denied $1M Legal Fees; Mary Bono's Appeal Moves Forward	—	—	—	—	—
How the Epstein Survivor Doxing Lawsuit Tests Privacy Law	—	—	—	—	—
What INA § 217 Requires for a Valid ESTA Application	—	—	—	—	—
Can the ballot language lawsuit against Florida's Amendment 3 succeed?	—	—	—	—	—
When Hate Mail Crosses the Line Into Criminal Conduct	—	—	—	—	—
Why Direct Responsibility Isn't Enough After Iran's Jordan Attack	—	—	—	—	—
Understanding the Federal Investigation Angle in the Murrill Case	—	—	—	—	—
Why Netanyahu's ICC Warrant Hasn't Been Enforced	—	—	—	—	—
New York Self-Checkout Discount Bill, Explained	—	—	—	—	—
How the Old Pink Bar Fire Triggered a Federal Arson Prosecution	—	—	—	—	—
How Three Legal Theories Challenged the Pentagon's Vaccine Mandate	—	—	—	—	—
Sharia law flight assault case tests aviation law	—	—	—	—	—
Does the President Have Authority Over Smithsonian Exhibits?	—	—	—	—	—
Why State AGs Are Investigating FIFA's Ticket Resale Practices	—	—	—	—	—
Turtle Bay CVA: What Insolvency Lawyers Need to Know	—	—	—	—	—
ACLU Lawsuits Challenge School Social Media Bans Post-Mahanoy	—	—	—	—	—
The law of conservation of judgment in AI constitutional interpretation	—	—	—	—	—
AI Redlining Compliance: A Workflow Guide for Legal Professionals	—	—	—	—	—