Law firms are racing to announce AI investments, new platforms, and innovation commitments. But the firms that win the lateral recruiting market will not be the ones with the most sophisticated software. They will be the ones that excel at integrating AI into how lawyers practice, collaborate, and serve clients.
That insight comes from a legal recruiter who spends each day talking with lawyers making career-defining decisions. Those conversations consistently revolve around platform, leadership, clients, compensation, culture, and long-term opportunity. AI has entered the discussion, but not in the way many assume.
"I have yet to hear a candidate say they are moving firms because one platform licenses a better AI product than another," the recruiter said. What sophisticated laterals increasingly want to determine is whether a firm knows how to adapt.
The question that reveals more than a software demo
Lawyers evaluating lateral opportunities, particularly at the partner and senior associate level, should ask one question: "How has AI actually changed the way lawyers practice here?" The answer reveals more about a firm's future than the software itself.
Candidates should look beyond product demonstrations and marketing materials. They should ask whether firm leadership views AI as a strategic initiative or simply another technology purchase. They should understand how lawyers are being trained, whether partners are embracing new workflows, and whether AI has been meaningfully integrated into research, drafting, knowledge management, and client service. Most importantly, they should ask how clients are benefiting. If firm leaders struggle to answer those questions with specificity, that tells candidates something.
Lessons from the last talent scramble
The current AI conversation echoes a familiar pattern. When the Trump administration announced sweeping new tariffs and customs initiatives at the start of its second term, firms that had never shown interest in building a customs practice urgently needed sophisticated customs lawyers.
The firms most successful at recruiting customs partners and integrating new hires were not simply the ones that decided they wanted a customs practice. They were the firms that understood how customs work fit within a broader international trade platform, how those lawyers generated work, how the practice interacted with corporate and litigation teams, and how to build something sustainable rather than just reacting to the news cycle.
Some firms today treat AI as another competitive talking point - a technology to license because everyone else is doing it. Others are asking a more fundamental question: How should this technology change the way we practice law, staff matters, train lawyers, price legal services, and create value for clients? Those are two very different approaches that will produce very different outcomes.
A divide emerging in regulatory practices
This dynamic is particularly relevant in sophisticated regulatory practices. International trade, national security, export controls, government contracts, and other regulatory disciplines require lawyers to synthesize enormous volumes of ever-changing information. AI can improve how lawyers organize information, identify issues, monitor developments, and deliver advice more efficiently. That allows lawyers to spend less time on mechanical tasks and more time exercising the judgment clients value.
One notable development is the emergence of lawyers who are building their practices around the assumption that technology will fundamentally change how sophisticated legal work is delivered. A group of technology-focused regulatory lawyers currently exploring lateral moves holds the thesis that firms failing to innovate in a technology-forward way will increasingly lose ground to firms that place technological sophistication at the center of their strategy for practicing law. In their view, AI is a major part of the operating model of a modern law firm.
Not every firm shares that perspective. Some remain skeptical that technology will meaningfully alter the practice of law beyond incremental efficiency gains. But the divide itself is becoming meaningful. Firms are no longer competing solely on compensation, clients, or prestige. They are increasingly competing on what they believe the practice of law will look like five or 10 years from now.
Why this matters for legal professionals
AI will not suddenly become the primary driver of lateral movement. But it does provide another window into leadership. It offers candidates insight into whether firm management is willing to invest in the future, rethink traditional workflows, and prepare lawyers for a changing profession. Firms that approach AI thoughtfully are demonstrating something larger than technological sophistication - they are demonstrating organizational adaptability. That adaptability may ultimately prove to be one of the most valuable recruiting tools a firm can have.
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