The Definitive Guide to Legal Document Review: Process, Challenges, and Strategies for Success

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Start by identifying the type of review you’ll be conducting—litigation discovery, internal investigations, regulatory compliance, or contract analysis. Then assess tools based on their capabilities in processing, search, privilege review, automation, integration with existing systems, and security. For contract-heavy reviews, AI-Native CLMs like Sirion are purpose-built for extracting obligations, detecting risks, and managing version control with precision.

E-discovery platforms focus on collecting, filtering, and reviewing large sets of litigation-related documents, typically in response to discovery requests. CLM (Contract Lifecycle Management) platforms like Sirion specialize in contracts—offering clause extraction, risk identification, deviation tracking, and negotiation support. While there is some overlap, they serve distinct primary functions.

Defensibility relies on consistent protocols, clear documentation, and transparency. Use standardized coding manuals, maintain audit trails, and log review decisions. Technology that enforces consistency—like validation tools and issue-flagging AI—can bolster defensibility if review decisions are later challenged in court.

Yes—when trained and applied correctly. AI complements human judgment by handling repetitive, high-volume tasks with greater consistency. For example, Sirion’s AI detects deviations from legal playbooks and explains redlines in plain language, giving legal teams clarity and control while accelerating review.

Combine phased review (prioritizing key custodians or documents), smart batching, and AI-assisted triage. Technology-assisted review helps surface the most relevant documents first. Add layers of quality control like second-pass review and automated consistency checks to maintain accuracy under pressure.

Key metrics include documents reviewed per hour, first-pass accuracy, privilege tagging precision, consistency across reviewers, cost per document, and production error rates. For contract reviews, track flagged issues, resolution rates, and negotiation turnaround time—features built into platforms like Sirion.