Four Legal Ops Teams Cut Contract Review Time With AI Tools

The Common Question

How are legal operations teams actually using AI to speed up contracts?

The Lesson in This Case

Four legal operations leaders cut document review and contract workflow time significantly – though the specific hours or cost savings each team captured depended heavily on how deliberately they scoped the rollout before launch. The teams that saw the clearest gains paired AI tools with rigorous process redesign rather than dropping software onto existing workflows and hoping for improvement. If you are watching a legal AI budget, the signal here is structural: the technology did not produce returns on its own, the operational discipline around it did.

Originally reported by Financial Times Technology. Read the full story here.