The Social License to Build: What AI Infrastructure Can Learn from America's Biggest Infrastructure Battles

By Kirsten Thorne, Senior Advisor, Corporate Affairs | Empactful Advisors

Artificial intelligence is fueling one of the largest infrastructure expansions in modern history. Across the country, billions of dollars are being invested in data centers, power generation, transmission lines, and the digital infrastructure needed to support the AI economy. Yet while the technology may be new, the challenges surrounding it are remarkably familiar.

History tells us that every major infrastructure transformation – from interstate highways and pipelines to hydraulic fracturing, cell towers, renewable energy projects, electric transmission, and semiconductor manufacturing – has faced the same fundamental question:

How do you earn the public's trust to build?

Too often, companies assume that because a project delivers economic or societal value, communities will naturally support it. Experience suggests otherwise. Stakeholders evaluate projects through a much more personal lens: How will this affect my neighborhood? My property? My utility bill? My water supply? My quality of life?

The industries that have navigated these questions successfully have recognized that the real challenge isn't engineering. It's earning what I now refer to as the social license to operate.

AI infrastructure companies would be wise to learn from those experiences rather than repeating them.

Every Industry Has Faced Its Own Version of This Challenge

The oil and gas industry learned difficult lessons during the shale boom. Hydraulic fracturing expanded into communities with little history of energy development, where residents suddenly found themselves grappling with unfamiliar industrial activity, increased truck traffic, water concerns, environmental questions, and rapidly changing landscapes. Companies that treated stakeholder engagement as an afterthought often encountered significant opposition, while those that invested early in relationships, transparency, and local understanding generally achieved better outcomes.

Pipeline developers have spent decades navigating complex relationships with landowners, tribal nations, regulators, environmental organizations, and local governments. Their experience reinforced that regulatory approval alone is not enough; projects also require public confidence and meaningful engagement throughout the planning process.

Renewable energy developers discovered similar realities. Wind farms and solar projects often enjoy broad public support in principle, yet individual developments frequently face local resistance over land use, aesthetics, wildlife impacts, property values, and community character. Supporting clean energy does not automatically translate into supporting every project.

Electric utilities have long understood that infrastructure investments affect every customer. Transmission projects, substations, and generation facilities require balancing reliability, affordability, environmental stewardship, and community expectations while navigating intense regulatory oversight.

The telecommunications industry experienced comparable challenges during the nationwide deployment of cell towers. Despite the enormous public benefits of expanded wireless connectivity, many communities resisted new towers because of concerns over visual impacts, property values, and health – demonstrating that public perception can become just as important as technical facts.

More recently, semiconductor manufacturers have encountered many of the same issues now facing AI infrastructure developers. Large fabrication facilities promise significant economic development, but they also raise questions about water consumption, energy demand, tax incentives, workforce housing, transportation, and long-term community impacts.

Different industries. Different technologies. The same underlying challenge.

The Technology Changes. Human Concerns Don't.

Across all of these industries, a consistent pattern emerges.

Communities are not simply evaluating infrastructure projects on their technical merits. They are asking whether the benefits and burdens are being shared fairly.

Who benefits economically?

Who bears the environmental impacts?

Who pays for new infrastructure?

Who gets consulted?

Who gets heard?

These questions cannot be answered solely through engineering studies, environmental reports, or permit applications. They require thoughtful Corporate Affairs strategies that integrate community engagement, public policy, stakeholder management, communications, and executive leadership from the very beginning of a project.

Four Lessons for the AI Infrastructure Industry

As AI infrastructure rapidly expands, companies have an opportunity to avoid many of the mistakes previous industries made.

1. Start Stakeholder Engagement Before Site Selection Is Finalized

Understanding local political dynamics, community priorities, environmental concerns, and influential stakeholders should be part of the earliest stages of project planning – not something that begins after permits are filed. Successful projects begin with listening.

2. Build Trust Before You Need It

Communities are far more likely to support projects when companies establish credibility early, communicate transparently, and demonstrate a genuine willingness to address concerns. Trust cannot be built during a public hearing. It must be earned long before one is scheduled.

3. Think Beyond Construction

Receiving permits is not the finish line. Construction impacts, ongoing operations, infrastructure expansion, workforce needs, environmental performance, and long-term community relationships all require sustained attention throughout the asset's lifecycle. Corporate Affairs is an ongoing business function, not a permitting exercise.

4. Treat Corporate Affairs as Strategic Infrastructure

Corporate Affairs should sit alongside engineering, finance, operations, and legal – not behind them. Organizations that integrate stakeholder intelligence, executive communications, government relations, community engagement, sustainability, and reputation management into business strategy will consistently outperform those that view communications as a reactive function.

The Next Competitive Advantage

The AI industry is still in its early stages. That presents an opportunity.

Unlike previous infrastructure booms, today's developers can learn from decades of experience across multiple sectors. The lessons already exist. The playbooks have been written. The successes and failures are well documented.

The companies that recognize Corporate Affairs as a strategic capability – not simply a communications function – will be better positioned to secure permits, build stronger community relationships, reduce project delays, and create lasting value for both shareholders and stakeholders.

The future of AI depends on more than computing power. It depends on public trust. And earning the social license to build may prove to be one of the industry's most important competitive advantages.

Kirsten Thorne serves as a Senior Advisor at Empactful Advisors, where she helps organizations navigate complex stakeholder environments at the intersection of Corporate Affairs, public policy, communications, and business strategy. Drawing on decades of experience leading Corporate Affairs and community engagement initiatives across highly regulated and infrastructure-intensive industries, she advises executives on building trust, earning the social license to operate, and aligning business objectives with the expectations of communities, policymakers, employees, investors, and other key stakeholders.