The legal industry has spent the last two years discussing artificial intelligence.
What has received far less attention is the infrastructure required to support it.
Behind every AI model is a rapidly expanding network of data centers requiring land, power, financing, construction, regulatory approvals, environmental reviews, and ongoing operations. As investment in AI infrastructure accelerates, a growing number of law firms are finding themselves at the center of projects that touch multiple practice areas simultaneously.
In many respects, the data center boom is becoming one of the most significant sources of legal demand in today’s market.
The Scale of the Opportunity
Recent developments highlight the magnitude of investment flowing into AI infrastructure.
In June 2026, Reuters reported that Apollo and Blackstone backed a $35 billion expansion of AI computing capacity for Anthropic, while KKR launched a new AI infrastructure company with more than $10 billion in committed capital. These investments are being made to meet rapidly growing demand for AI computing power. (Reuters)
The U.S. Energy Information Administration also projects that electricity consumption will reach record highs in 2026 and 2027, driven in large part by AI-focused data centers. Commercial electricity consumption is expected to exceed residential consumption for the first time on record. (Reuters)
This is no longer a technology story.
It is an infrastructure story.
Why Law Firms Should Pay Attention
The most interesting aspect of the data center boom is that legal demand is not confined to technology practices.
A single data center project can require legal support across:
• Real Estate • Land Use & Zoning • Construction • Energy • Environmental • Regulatory • Project Finance • Tax • Corporate & M&A • Litigation
As projects become larger and more complex, clients increasingly require multidisciplinary legal teams capable of navigating the full lifecycle of development.
The result is a growing intersection between traditionally separate practice groups.
Talent Demand Is Following Client Demand
As client activity increases, firms are responding by investing in lawyers with relevant experience.
According to market data published by Pirical, lateral partner hires with data center experience increased by 65% in 2025 and have grown significantly since 2020. Many firms have formed dedicated teams spanning multiple practices to support data center projects. (pirical.com)
This trend reflects a broader reality in the legal market:
Firms are increasingly aligning talent strategies with emerging sources of client demand.
The Next Wave of Legal Complexity
While investment continues to surge, so do the challenges.
Power supply constraints, environmental concerns, land use disputes, permitting issues, and growing community opposition are becoming common features of large-scale data center developments. Reuters recently reported that power consumption associated with AI infrastructure is expected to continue climbing sharply, while opposition to new projects is increasing in some jurisdictions. (Reuters)
For law firms, this creates additional opportunities across regulatory, environmental, litigation, and public policy practices.
In other words, the legal work does not end once a facility is approved and built.
In many cases, it is only beginning.
Looking Ahead
The legal market often focuses on practice areas when evaluating future opportunities.
A different approach is to examine the industries generating demand.
Today, few industries are creating as much activity across as many legal disciplines as AI infrastructure and data centers.
For firms evaluating where future growth may come from, the data center boom is worth watching closely.
Because while the headlines may focus on artificial intelligence, much of the legal work is happening behind the scenes.
