Municipalities Urged to Add AI Data Centers to Long-Range Land Plans

Local governments are increasingly facing pressure to address the rapid expansion of artificial intelligence data centers before individual projects reach their review desks. The core issue is that many municipal zoning codes were written decades ago, long before the scale and energy demands of modern computing facilities became a reality. This disconnect often leads to confusion, as residents and developers alike struggle to understand whether a site is legally permitted for such use. The result is a backlog of conditional-use hearings and a deepening sense of distrust between communities and tech developers.

Ilissa Miller, founder of iMiller Public Relations and a board member of the Open Infrastructure Exchange, argues that the solution lies in proactive planning. She suggests that digital infrastructure should be treated like any other major land use, such as residential or industrial zones, within comprehensive master plans. By doing so, municipalities can establish clear guidelines and expectations upfront. This approach allows local officials to make deliberate decisions based on community priorities rather than reacting to specific applications after the fact.

Zoning gaps create procedural confusion

A common pitfall is that a parcel may be zoned for general industrial use without explicitly permitting data centers. Miller points to former paper mill sites as a typical example, where existing rules might allow heavy manufacturing but remain silent on digital infrastructure. This ambiguity forces developers to navigate a complex conditional-use process before detailed project review can even begin. For industry participants, these steps are standard, but for residents encountering a proposal for the first time, the procedural maze can seem opaque and arbitrary.

This procedural gap significantly contributes to public distrust. An early zoning hearing is often misinterpreted by the community as a final approval of the project, when it is actually just one stage in a longer process involving design review, utility assessments, and engineering changes. When residents do not understand this distinction, opposition tends to escalate. The lack of clear, pre-established rules means that every new project triggers a fresh round of debate, slowing down development and increasing friction.

Framework empowers deliberate decision making

The Open Infrastructure Exchange’s Digital Infrastructure Framework is designed to bridge this gap by helping municipalities ask the right questions early in the planning cycle. As reported by Data Center Frontier, the tool is not intended to convince communities to approve data centers or to prescribe specific outcomes. Instead, it provides a systematic way for public officials to evaluate land use, community needs, and infrastructure capacity before any single development application is filed. This ensures that decisions are made deliberately and with full context.

The framework emphasizes that not every location is suitable for data center development. Responsible planning involves assessing whether a site aligns with long-term community goals and whether the local infrastructure can support the project's energy and cooling requirements. By integrating these considerations into the master plan, municipalities maintain control over how their land is used. This proactive stance allows for better alignment between developer timelines and community priorities, reducing the likelihood of last-minute conflicts and unexpected opposition.