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
Iran Travel Warning's Three Overlapping Legal Regimes
Kroger's dynamic pricing AI runs into a state law patchwork
Which Legal AI Tools Can Non-Lawyers Actually Use?
What Legal Jeopardy Did Ludwika Paleta Face From NXIVM?
Is Mamdani's COGE on stronger legal ground than DOGE?
Legal-Evidentiary Review of Charles Manson Documentaries
Netherlands' Host-State Weight in the ICC Prosecutor Removal Vote
What the Nolan Wells autopsy reveals about second autopsies in litigation
How Do NORAD Airspace Penalties Differ for Drones and Pilots?
Padilla and Durbin Demand Halt to Immigration Civil Fines
How LDA Reporting Rules Undercount Psychiatry Lobbying Spending
How Border Exclusion Differs from Police Detention for Referees
How Robinhood AI Agent Trading Challenges Existing Regulations
What Triggers the 22% Social Security Benefit Cut in 2032
Federal Enforcement Arsenal in the 2026 Student Loan Default Crisis
Taylor Farms Lettuce Recall Lawsuits Expose FDA Transparency Gap
Understanding the Legal Implications of the Tucson Police Shooting
Tenisha Warner lawsuit reveals 4 estate planning mistakes
Washington Gambling Injunction Rejects Kalshi Preemption
White House admits keyword searches canceled grants in lawsuit
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