Mark Zuckerberg has spent two years telling investors that Meta’s AI spending is paying off across Instagram, WhatsApp and Facebook. When the company files its taxes, it tells the US Internal Revenue Service (IRS) a very different story. According to a New York Times report, Meta describes its AI data centers to the IRS as a large experiment that may not work.That framing lets Meta claim the Research and Experimentation Tax Credit, a break Congress created in 1981 to reward risky innovation. The payoff has been big. Meta says the credit cut its tax bill by $2 billion in 2024 and $3.9 billion in 2025, up from $700 million in 2023, the year before it started using it for data centers. The NYT found Meta is now the largest beneficiary of the credit among publicly traded companies.
How Meta turned Nvidia AI chips into ‘pilot models’ for tax purposes
In its tax filings, Meta classifies its multibillion-dollar AI data centers as “pilot models.” Under the rules, supplies qualify for the credit only when they are part of an experimental effort, not regular business. So Meta argues the costly chips it buys from Nvidia and others belong to an experiment and deserve the discount.The idea came from an employee overseeing the data center build-out in mid-2024, the report says. Some in Meta’s finance team doubted it would survive scrutiny, since the IRS has previously rejected claims for proven, commercially available equipment. Lawyers Meta consulted pointed to a 2021 ruling that denied the credit to an Indiana shipbuilder, which held that simply building a new product isn’t enough. After a few months of deliberation, Meta began tagging chips bound for AI data centers differently from those going to standard ones.Andre Shevchuck, a research tax credit specialist at advisory firm BPM, called the experimental label “kind of wild and out there.”
Meta’s own filings warn the AI tax savings could be overturned
Meta’s accountants appear to share some of that doubt. Since the strategy began, the company’s unrecognized tax benefits, the money set aside in case tax authorities win a challenge, have climbed 45% to $18.74 billion from $12.9 billion. The first reason listed in its annual filing is uncertainty around research tax credits.Apple, Amazon, Alphabet and Microsoft also report over $1 billion a year in research credits. None has flagged it as a risk to investors.Meta spokesman Andy Stone said the company invested $200 billion in R&D over five years, $57 billion of it last year, and uses incentives Congress set up for this kind of domestic investment. He called unrecognized tax benefits a mandated accounting measure of uncertainty. Meta declined to explain what makes its data centers experimental.
The tax credit’s original sponsor says it was meant for people, not hardware
This isn’t Meta’s only research credit fight with the IRS. The agency is trying to claw back $355 million after Meta counted $4.1 billion in stock options Zuckerberg exercised in 2013 as a research expense. Separately, the IRS wants nearly $16 billion over profits it says Meta shifted to the Cayman Islands.James Shannon, the former Massachusetts congressman who sponsored the credit, told the NYT it was meant to back researchers and knowledge, not manufacturing. Meta’s use, he said, goes “way, way beyond” what anyone imagined.The Joint Committee on Taxation estimated the credit would cost the US government $32.1 billion in 2025. Meta alone accounts for more than a tenth of that, on a bet its CEO keeps telling investors is already working.
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