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BUSINESS · SEP 2, 2026

AI Companies Use State Tax Incentives to Expand Data Centers

Hyperscale AI companies are leveraging tax incentives in nearly three-quarters of U.S. states to fund massive data center expansions across the country.

Hyperscale AI companies are rapidly expanding data center infrastructure across the United States by utilizing tax incentives offered by nearly three-quarters of all states. These subsidies, which include exemptions from property, sales, and use taxes, are designed to reduce the high costs of construction and operation. Eligibility varies by state; Texas requires a $200 million investment, while Virginia mandates a $150 million investment and the creation of 50 high-paying jobs.

Critics argue these incentives may not deliver promised economic growth. The Brookings Institution found that data centers create fewer local jobs than industry advocates claim, and Good Jobs First reported that at least 14 states failed to disclose the resulting revenue losses from tax abatements. The Tax Foundation noted that a single $5 billion data center could spend over a billion dollars annually on machinery and equipment, highlighting the scale of potential lost tax revenue.

Beyond fiscal concerns, the infrastructure expansion may impact local utilities. A study from the Georgia Institute of Technology indicates that the high power consumption of these facilities can increase local electricity prices by approximately 5%, potentially offsetting the limited economic benefits provided to local communities.


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Brookings InstitutionGeorgia Institute of Technology

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