The Pulse
Meta Claimed $3.9 Billion in Research Tax Credits for AI Data Centers
Meta classified its AI data centers as experimental “pilot models” to claim federal research tax credits, according to a New York Times investigation. The credits cut $3.9 billion from Meta’s tax bill in 2025, while the company’s filings id
AI.info Team ·
“Like other companies that invest at this scale, we use the tax incentives Congress established decades ago to encourage this type of domestic investment.”
Meta spokesman Andy Stone
Meta’s defense, offered in a statement, answers a New York Times investigation published September 30, 2026, into how the company claimed federal research tax credits for its artificial-intelligence data centers. The Times reported that Meta classified the facilities as experimental “pilot models,” allowing it to treat certain equipment, including Nvidia chips, as supplies used in research. The credits reduced Meta’s tax bill by $3.9 billion in 2025, according to the investigation.
Meta’s “pilot models” and the $3.9 billion credit
The tax strategy hinges on a distinction between AI data centers and the company’s ordinary facilities. Starting in late 2024, Meta separated chips destined for AI data centers from chips going to conventional data centers, the Times reported, citing people familiar with the company’s operations. It treated the AI facilities as experimental projects and the expensive processors inside them as research supplies.
Meta’s reported savings from the research credit rose from $700 million in 2023 to $2 billion in 2024 and $3.9 billion in 2025. The Times said its review of securities filings found Meta had become the largest beneficiary of the credit among publicly traded companies. The figures describe savings attributed to the research credit, not the total cost of Meta’s data-center construction.
What the research credit is designed to cover
The federal credit dates to the 1980s and aims to encourage research and experimentation. It can cover certain employee wages, contract research and supplies used in qualified research; it is not a general rebate for building computing infrastructure. The IRS’s audit guide says supplies must be used in qualified research and directly relate to qualified services, and calls for scrutiny when taxpayers claim substantial supply expenses.
That makes the nature of the work and equipment central to any review. The Times reported that the IRS has challenged companies’ attempts to claim the credit for proven, commercially available equipment and technology. The company’s classification alone does not settle whether particular chips or facility costs meet the credit’s requirements.
Meta’s filings acknowledge uncertainty
Meta’s own annual filing gives investors a separate indication of the potential tax exposure. In its 2025 Form 10-K, the company said its unrecognized tax benefits were predominantly accrued for uncertainty involving research tax credits and transfer pricing with foreign subsidiaries. Meta’s filing does not isolate how much of that uncertainty relates to the AI data-center claims.
Tax specialist Andre Shevchuck, a partner at BPM, told the Times that describing data centers as experimental facilities was “kind of wild and out there.” The company’s spokesman defended the credits by pointing to Meta’s broader domestic research investment, but that argument does not resolve whether the specific equipment claims qualify.
The question is what the chips were used to do
The dispute is not simply whether Meta’s AI systems involve research. The narrower issue is whether the company can treat the costly chips installed in its AI facilities as eligible research supplies, rather than equipment used in ordinary business operations. The IRS guide focuses on the use of the supplies in qualified research, so the distinction turns on the activities and costs behind the claim.
The Times reported no final IRS determination disallowing Meta’s treatment of the AI data centers. For now, the reported $3.9 billion figure shows the scale of the tax benefit Meta claimed in 2025; the company’s filing confirms that research credits remain among the tax positions whose outcome it says is uncertain.