Harvey Showcases Large-Scale Legal AI Deployment with King & Wood Mallesons

Harvey has shared an update.

The company highlighted results from a six-week pilot and subsequent firmwide rollout of its legal AI platform at law firm King & Wood Mallesons (KWM). More than 200 lawyers participated in the pilot, leading to the identification of 284 distinct use cases across litigation, M&A, banking and finance, real estate, and tax. Within six weeks of broader deployment, 86% of the firm’s lawyers were trained on the platform. Harvey’s tools were used to analyze 140 sets of board and committee minutes to generate affidavits, chronologies, and timelines, and to triage 300-page technical and regulatory reports in minutes instead of days. Harvey is now described by KWM as being embedded in daily legal practice.

For investors, this update signals growing evidence of real-world product adoption and integration at scale within a major law firm, strengthening Harvey’s position in the legal technology and AI markets. The breadth of identified use cases and high training penetration indicate potential for recurring, usage-based revenue and deeper client lock-in, as the platform becomes part of core workflows. Demonstrated time savings in document review and analysis can enhance the value proposition for other large law firms and corporate legal departments, supporting Harvey’s ability to expand its customer base and justify premium pricing. More broadly, such case studies may improve Harvey’s competitive standing versus other legal AI providers, potentially accelerating sales cycles and contributing positively to its long-term growth outlook in the professional services AI segment.