How to Automate Contract Redlining

This post details a six-step workflow redesign for automating contract redlining, focusing on codifying negotiating positions, configuring intake and classification, deploying AI-assisted first-pass review, implementing risk-tiered routing, reserving human review for critical work, and iterating on the process. It emphasizes that successful automation is a workflow redesign rather than a technology purchase, requiring structured documentation of firm-specific negotiating standards (preferred language, acceptable alternatives, walkaway positions) as the foundation. The post outlines how AI compares incoming contract language against these standards, flags deviations, proposes alternatives with rationales, and routes issues by severity. It also discusses the shift in lawyer roles from first-pass reviewers to strategic editors and the importance of making AI's reasoning visible for associate development. The ROI is tied to establishing a baseline and measuring gains from this redesigned workflow.