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
The Legal Fallout From the FDA's Cyclospora False Positive
Legal Tech AI Startup Acquisitions: 2024–2025 Market Log
What the NCAA Age Lawsuits Mean for Michigan State
How State Environmental Justice Law Threatens Nebius Data Center Expansion
NYC Local Law 159 Mandates Monthly Legionella Testing
Pooh Shiesty Denied Bond Again After $700,000 Security Offer
Legal liability theories in Provo Canyon School abuse cases
Quantum Executive Orders Create Hard Compliance Deadlines for Contractors
How RAG Actually Works in Legal Research: A Pipeline Explainer for Attorneys
Legal Timeline of Sara Duterte Impeachment Trial to Q1 2027
The Saudi 123 Agreement Creates a New Nonproliferation Precedent
What's the SAVE Act's legal timeline from 2025 to 2026?
SAVE America Act Proposed Legislation Explained
What Legal Risks Arise from Self-Checkout False Accusations?
Semi-Automated Offside and the AI Responsibility Gap
Trump's Climate Manual Legal Challenge Targets National Academies
How Trump's critical minerals order reshapes defense compliance
What Law Governs Trump's Firing of the Seattle US Attorney?
Trump Tariff Enforcement Raises Stakes for AI Hardware Importers
Why the SAVE Act keeps failing despite GOP control
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