Meta labels AI data centers 'experimental' to claim billions in research tax credits

Meta has classified its AI data centers as experimental facilities to claim billions of dollars in federal research tax credits, The New York Times reported. According to the newspaper, from late 2024 the company drew a tax distinction between chips destined for AI data centers and those going to ordinary data centers, citing people familiar with its operations.

By treating the facilities as "pilot models" under a credit created in the 1980s, Meta argues that expensive Nvidia chips qualify for a research and experimentation tax break meant to spur innovation rather than routine business operations.

The numbers

Savings from the research credit rose from $700 million in 2023 to $2 billion in 2024 and then $3.9 billion in 2025, according to the Times. A review of securities filings found that makes Meta the largest beneficiary of the research tax credit among publicly traded companies.

By the congressional Joint Committee on Taxation's most recent estimate, the credit will reduce government revenue by $32.1 billion in 2025. Meta's credits alone account for more than ten percent of that total cost to the Treasury.

Meta's own warnings

In its securities filings, Meta cautions investors that the IRS could claw back billions in tax savings, listing "uncertainties with our research tax credits" as the primary driver. The reserve the company holds against potential IRS challenges climbed 45% over that span, from $12.9 billion to $18.74 billion.

Lisa De Simone, an accounting professor at the University of Texas business school and a former EY tax adviser, said Meta is claiming billions of dollars in tax benefits that its own accountants tell investors are at risk of being overturned by the IRS. Andre Shevchuck, a partner at advisory firm BPM who specializes in the credit, called describing data centers as experimental facilities "kind of wild and out there." The IRS has in the past pushed back against companies attempting to apply the credit to "proven and commercially available equipment and technology."

Meta's position

Meta spokesman Andy Stone defended the company's position, saying it is one of the largest investors in research and development in the United States. According to Stone, Meta invested $200 billion in research over five years, including $57 billion last year, and companies that invest at this scale use tax incentives Congress established decades ago to encourage domestic investment.

The buildout is expansive: Meta expanded its Hyperion campus in Richland Parish, Louisiana, to 5 gigawatts of compute capacity, and the project now costs more than $50 billion.