Report says Meta claimed research tax credits for AI data centers

In short: A report says Meta used a federal research tax credit to lower its taxes by treating parts of its AI data center construction as experimental work.

What happened

The New York Times reported on Sept. 30, 2026 that Meta has claimed the federal research tax credit for parts of its AI data center buildout. Data centers are large buildings filled with computers that run online services and AI systems.

According to the report, Meta described some facilities as “pilot models.” That wording suggests the company treated them like test projects, not standard construction. Meta’s argument, as described in the story, is that building and operating these sites involves experimentation and a risk of failure.

The dispute is whether work like constructing data centers and buying specialized AI chips should count as research, or as ordinary business spending. A tax credit specialist quoted by the Times called Meta’s interpretation unusually aggressive.

Meta’s own financial filings show the company sees risk in its tax positions. In a June 2026 filing, Meta reported $18.74 billion in “gross unrecognized tax benefits,” mostly tied to uncertainty around research credits and “transfer pricing” (how a company sets prices for transactions between its own subsidiaries). This figure does not mean the IRS has rejected Meta’s claims, it signals there is uncertainty about whether the company would win if challenged.

Why it matters

Research tax credits are meant to encourage companies to try new things, like a lab testing ideas that might not work. If the IRS decides some of Meta’s data center claims do not qualify, Meta could owe additional tax, plus interest and possible penalties. The case also matters because other big AI builders may try similar approaches.

Source: NYTimes