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
AI Hallucination Benchmarks: What Legal Citation Accuracy Studies Actually Show
AI Hallucination in eDiscovery: Documented Failure Cases and Court Sanctions
What the 2026 Data Reveals About AI in Legal Services
AI-Native Law Firms Are Poaching Big Law's Best Talent
Alaska Airlines Emergency Declaration: The Lawsuits and Trial Timeline
Apple AI Legal Battles Signal Expanded Liability for Tech Companies
Biden Ghostwriter Ruling Tests FOIA Privacy Limits
Legal Rights After Chick-fil-A's Repeat Account Breach
How to Choose a Legal AI Tool for Your Small Law Firm in 2026
Cleo Fields' Senate Bid Shows Redistricting's Legal Shift After Callais
Comparing Legal AI Hallucination Databases: Coverage, Gaps, and Best Use Cases
D4vd murder case details reveal 40 TB digital evidence challenge
ICE officer David Brouillette case exposes Lautenberg Act gap
Judge Ruling Preserves Denny Blaine Park Nude Beach With Conditions
Three 2026 Dental Assistant Child Sexual Abuse Sentences Compared
How to Determine If Your Law Firm's AI System Is High-Risk Under the EU AI Act
How EU regulations enable and constrain AI for the energy crisis
How to Evaluate AI Contract Review Tools with Legal-Specific Criteria
Fidelity Settlement Claim Deadline Is July 27, 2026
Four 2026 Bills Aim to Reshape Caregiver Retirement Savings
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