Meta is using a federal research tax credit to save billions of dollars by classifying its artificial intelligence data centers as pilot models. The company also classified Nvidia chips as experimental materials under the strategy. Meta saved $3.9 billion in 2025 through this approach. This figure grew from $2 billion the year before and $700 million in 2023.
Meta became the biggest tax credit beneficiary
These financial figures make Meta the biggest beneficiary of this research credit among all publicly traded companies. The tax credit itself dates back to a 1981 law. James Shannon, the congressman who introduced the legislation, stated it was intended for people power, knowledge, and information. He added that Meta's current use has gone way, way beyond what anybody could have imagined.
Public statements contradict the pilot label
The pilot model label is hard to square with what Meta tells investors and the public. Mark Zuckerberg announced plans in July 2025 to invest hundreds of billions of dollars into compute to build superintelligence. These plans are anchored by several multi-gigawatt clusters. The first cluster, named Prometheus, is already partly online. A second cluster, named Hyperion, is supposed to scale to 5 gigawatts over several years. Zuckerberg wrote last summer that the firm has the capital from its business to do this.
Infrastructure scale matches commercial goals
Meta was openly detailing its massive compute infrastructure by June 2026. This infrastructure includes partnerships with Nvidia, AMD, AWS, Arm, and Broadcom. Meta is also using its own custom MTIA chips alongside those partnerships. None of this infrastructure work sounds like an experiment. Zuckerberg said in January 2025 that these data centers would drive the company core products and business.
Meta defends the practice by pointing to $200 billion spent on research and development over the past five years. Even Meta internal accountants see the strategy as legally risky. The company warns in SEC filings that the savings could be challenged by authorities. Reserves for uncertain tax positions jumped 45 percent to $18.74 billion. Meta likely still comes out ahead even if the IRS claws back the money because the capital was put to work in the meantime, boosting its stock price.
EY, which serves as Meta auditor, approved the strategy. The firm also helped Meta set up the tax credit scheme in the first place. EY is now pitching the same approach to other companies looking to offset their artificial intelligence chip purchases.
