The Regulatory Landscape
Legal AI operates under unique constraints that go beyond data protection. Attorney-client privilege must be preserved across all AI-processed communications. Bar association ethical rules govern how AI can be used in legal advice. Court systems have specific requirements for AI-assisted document review in discovery. Every AI output that could influence legal strategy, case assessment, or client advice must maintain privilege protections and ethical compliance.
Governance Use Cases
Document Review & Discovery
AI-assisted review with privilege classification. Constrained agents with read-only access to document stores. Human-in-the-loop gates for privilege determinations. Full audit trail for court defensibility of the review process.
Contract Analysis
Clause extraction and risk scoring with confidence-based escalation. Kill thresholds on extraction accuracy prevent unreliable outputs from reaching lawyer workflows. Every identified risk linked to source clause with provenance chain.
Legal Research AI
Case law and statute research with citation verification. Attributable actions ensure every AI-generated legal argument is traceable to source authorities. Hallucination detection with automatic flagging of unsupported citations.
Framework Application
In legal services, constrained agent identities enforce privilege boundaries — AI agents processing privileged documents cannot access or expose data to non-privileged contexts. Attributable actions satisfy court requirements for defensible AI-assisted review. Human-in-the-loop gates ensure that no AI-generated legal advice reaches clients without attorney review. The framework treats ethical obligations as architectural constraints, not afterthoughts.