AI is no longer a pilot project for legal departments. Now, it’s actively reshaping workforce design, budget strategy, and outside counsel relationships. I’ve seen this firsthand working with in-house teams across the market, and the pattern is consistent: The technology is moving faster than the operating models around it.
At Axiom’s recent Legal Leaders Breakfasts so far this year, we heard the same tension surfacing in different rooms. Legal teams are using AI tools, and in many cases those tools are delivering real efficiency gains. But translating those gains into budget-level proof points remains one of the hardest problems in legal operations right now.
The good news is that this is a solvable problem. But it requires a practical framework, the right metrics, and a clear understanding of where AI actually adds value in a legal context.
