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
Indoor farming faces food safety rules written for fields
Inside Jada Pinkett Smith's Anti-SLAPP Fee Award
Combat Death in Jordan Triggers Title 10, Not SOFA Criminal Law
LA28 Ticket Refund Scam? Legal Advice for Attorneys
Building a Law Firm AI Policy: 8 Essential Components Based on Bar Guidance and Policy Frameworks
The Legal AI Trust and Governance Gap: Why Startups Are Flourishing While Institutional Readiness Lags
A Three-Stage Maturity Model for Legal Ops AI Workflow Automation
Levidow LeGendre AI Citation Hallucination: Court Sanctions Incident Record
What Is a 'Never Maneuver' in Childbirth Malpractice Law?
OpenAI Model Hacking on Hugging Face Tests Legal Boundaries
Consumer Legal Rights After the Panasonic Toaster Recall
Check Your Legal Obligations After the Panasonic Toaster Recall
Peter Navarro's contempt conviction appeal upheld by D.C. Circuit
Putin critic conviction triggers triple legal ban from elections
Why Ryanair's FR5448 EU261 Defense Isn't a Sure Thing
Shakira Tax Fraud Acquittal Clarifies Spanish Residency Law
Slotkin's AI Guardrails Ignore the SAVE Act's Election Risks
What Are Social Security's Eligibility Requirements for July 2026?
Why Spain Still Criminalizes Burning the Spanish Flag
SSI Early Deposit Dates Are Set by Statute, Not Banks
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