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
How AI Shipwreck Treasure Valuations Are Testing Salvage Law
AI Software for Law Firms: An Independent Buyer's Guide to Tool Categories, Pricing, and Evaluation Criteria
The AI Trust Gap Law Firms Can No Longer Ignore
Analyzing the Asheville gay bar shooting under Fourth Amendment doctrine
Three compensation paths for Aurora theater shooting survivors
Scott Bessent's CLARITY Act hint drives Bitcoin to $67K
What Regulates Fuel Emergencies on the Boeing 737-800?
Cetirizine recall: manufacturer and distributor liability
Does Section 230 Protect Dating Apps From AI Chatfishing?
What Devonte Wyatt's Extension Says About NFL Guarantee Law
Brand Tagging in the Diggs-Griffith Case Tests Defamation Standards
Fairlife Ransomware Attack Exposes Parent Company Legal Gaps
Where Is Federal Money Laundering Enforcement Concentrated in 2026?
Legal issues from FEMA aid delays after Tropical Storm Arthur
Legal analysis of the FEMA CFO unlawful termination ruling
Flock ALPR False Positives Are Creating Real Legal Risk
Free Legal AI Apps: The Consumer vs. Professional Market Bifurcation Every Lawyer Must Understand
Kalshi World Cup Sports Betting Faces Legal Reckoning
How Lot Numbers Determine the Legal Scope of a Food Recall
State-by-State Rules for Lottery Prize Expiration Deadlines
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