Meta's research tax credits jump to $3.9B as AI data centers labeled pilot models

October 1, 2026 at 08:55 AM2 min

This digest was compiled by AI from multiple sources — links to the originals are below.

Meta cut its taxes by $3.9 billion in 2025 using research tax credits, up from $2 billion in 2024 and $700 million in 2023, according to securities filings. The company classifies its AI data centers as "pilot models" to claim the credit on Nvidia chips, a practice reported by The New York Times on Sept. 30. The IRS has previously challenged similar claims on off-the-shelf equipment.

Key Facts

Meta's research tax credits reached $3.9 billion in 2025, up from $2 billion in 2024 and $700 million in 2023.
The New York Times reported on Sept. 30 that Meta labels its AI data centers as "pilot models" for tax purposes.
Meta applies the research tax credit to Nvidia chips inside its data centers, a practice dating to late 2024.
The IRS has previously pushed back when companies claimed the credit on off-the-shelf equipment.
Meta's second-quarter guidance projects $130 billion to $145 billion in 2025 spending on buildings and equipment, largely for AI computing.

Tax Credit Surge

Meta cut its taxes by $3.9 billion in 2025 using research tax credits, according to securities filings. The credit amount rose from $2 billion in 2024 and $700 million in 2023. No other publicly traded company receives more from the credit, a New York Times review of filings found.

Pilot Model Classification

Meta classifies its AI data centers as "pilot models," a term federal tax rules use for test versions built to resolve open questions during development. The New York Times cited four people familiar with Meta's operations in its Sept. 30 report. Meta uses the label to claim the federal research tax credit on Nvidia chips inside the data centers, a practice the Times dates to late 2024. IRS guidance requires supplies to be used in "qualified research," meaning experiments to solve a technical unknown. Andre Shevchuck, who leads the research tax credit practice at BPM, called the approach "kind of wild and out there."

IRS Scrutiny and Risk

The IRS has previously challenged companies that claimed the credit on off-the-shelf equipment, the Times reported. Lisa De Simone, an accounting professor at the University of Texas and former EY tax adviser, said Meta is claiming billions in tax benefits that its own accountants flag as at risk of IRS reversal. Meta did not immediately respond to a request for comment.