Commentary. The next argument over artificial intelligence will not be settled in a server room. It will be fought over electricity bills, water use, land and the authority of communities to say no.
That conflict is already visible. Recent U.S. elections produced early signs of resistance to new data centers: Axios reported that roughly two dozen of 41 ballot measures across 10 states appeared to pass proposals restricting or blocking development, while Texas governor-elect Gina Hinojosa had called for a moratorium pending tougher rules. The result is not a verdict on AI itself. It is a verdict on the way its infrastructure has been presented to the public—as an inevitability rather than a choice.
Our view is straightforward: governments should stop treating data centers as automatically beneficial and require developers to demonstrate a clear public return before receiving permits, subsidies or preferential access to power. That is not technological hostility. It is the minimum standard applied to any major industrial project.
The case for restraint
AI companies argue, with reason, that data centers can bring construction jobs, tax revenue, research investment and productivity gains. Artificial intelligence may improve medical research, logistics and public services. Reuters has reported that more than $1 trillion has been invested globally in AI technology since last year, and that the spending has helped make some economies more resilient even as households face persistent inflation.
Those benefits deserve serious consideration. A blanket moratorium could drive investment elsewhere, delay useful applications and hand strategic advantages to countries with fewer safeguards. Local officials also face a difficult balance: rejecting every project may protect residents in the short term while sacrificing long-term economic opportunity.
But “growth” is not a sufficient answer when the costs are socialized. A facility that raises local electricity demand can impose higher bills on households. It can compete for scarce water, strain transmission networks and require new generation whose environmental effects fall outside the developer’s balance sheet. Communities should not have to accept those burdens in exchange for promises of a handful of permanent jobs.
Permission is not obstruction
The industry’s preferred language—speed, scale and competitiveness—often frames regulation as an obstacle. That framing is misleading. Predictable rules are not the enemy of investment; they are what separates durable infrastructure from a speculative rush.
Reuters has also described growing cyber risks involving public infrastructure, finance and supply chains, placing cyber insecurity among the world’s most significant near-term risks. That matters here because data centers are not merely large buildings. They are critical infrastructure. Their security, resilience and energy dependence should be treated as public concerns, not left entirely to private operators.
A responsible permitting regime should therefore require transparent disclosure of projected electricity and water use; independent analysis of effects on consumer prices; enforceable commitments to fund grid upgrades; emergency plans for heat, drought and cyberattacks; and penalties if promised jobs, tax revenue or clean-power purchases fail to materialize. Projects should also face cumulative-impact reviews, because ten individually “manageable” facilities can overwhelm a region.
The fair counterargument
Critics will say that elected officials should not pick winners or decide which technologies deserve to exist. They are right that governments have a poor record of forecasting innovation. Overly prescriptive rules can protect incumbents, freeze outdated systems and make clean-energy deployment harder.
That is why the test should be technology-neutral. The same requirements should apply to data centers serving AI, cloud computing, cryptocurrency or any other power-intensive digital business. Nor should communities be able to veto projects solely because they dislike a company or fear change. Decisions must rest on published evidence, open hearings and appealable standards.
Yet neutrality cannot mean indifference. If a project requires public subsidies, public land or public infrastructure, the public is entitled to ask what it receives in return. If the answer is chiefly private valuation and faster delivery of automated products, the bargain is inadequate.
A democratic pause
The emerging backlash should not be dismissed as anti-technology populism. It is a demand for a social contract around AI. The industry can help meet it by publishing credible resource estimates, accepting binding community benefits and supporting independent audits rather than lobbying for exemptions.
AI will probably transform the economy. That makes democratic oversight more important, not less. The question is not whether society should permit innovation. It is whether innovation should be permitted to decide, by default, who pays for it.
Our answer is no. Build the infrastructure—but earn the permission.