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Illustration for: Big Tech Is Hiding $3 Trillion of AI Bills in Footnotes
Value Add VC/Pulse/IPODEEP DIVE$3T off balance sheet

Big Tech Is Hiding $3 Trillion of AI Bills in Footnotes

Nine large tech companies carry roughly $3 trillion of off-balance-sheet commitments tied to AI, about five times their combined reported capex and triple what they owe on leases and long-term borrowings.

By the Numbers

~$3T
Off-balance-sheet AI commitments
~$600B
Reported capex, trailing year
~$1.2T
Leases not yet started
20%
Meta stake in Hyperion campus
80%
Blue Owl stake in Hyperion
TC
By the IPO Desk
Edited by Trace Cohen · Early-stage VC & angel · Founder, New York Venture Partners
August 27, 2026
3 min read
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THE RUNDOWN

1

Nine top tech companies carry roughly $3 trillion of off-balance-sheet commitments largely tied to AI, per a Wall Street Journal analysis of securities-filing footnotes cited by [Axios](https://www.axios.com/2026/08/27/ai-spending-spending-balance-sheet)

2

That figure is about five times the roughly $600 billion of reported capex over the trailing year, and about triple what these companies owe on outstanding leases and long-term borrowings combined

3

Roughly $1.2 trillion is leases that have not yet commenced, which conventionally stay off balance sheet until the lease begins

4

Meta owns just 20% of the Hyperion campus in Louisiana -- Blue Owl owns 80% -- and the $27 billion of construction debt sits on nobody's public balance sheet even though Meta guaranteed to be sole tenant

TC

The VC Read · Trace's Take

Trace Cohen

Five times more AI money committed in footnotes than in the capex line everyone models. The Hyperion structure is the tell: Meta owns 20%, Blue Owl owns 80%, $27 billion of construction debt sits nowhere public, and Meta guaranteed the whole tenancy. That is not fraud, it is 1999 telecom with better counterparties. If you are underwriting a data center, power or cooling startup, this is good news -- the demand is contractually locked. If you are holding the equity, ask when those $1.2 trillion of unstarted leases commence.

AI Spending → AI Buildout Tracker → Big Tech Earnings →

Analysis

The headline AI capex numbers are the small ones. A Wall Street Journal analysis of footnotes in the most recent securities filings of nine large technology companies found roughly $3 trillion of off-balance-sheet commitments mostly tied to AI, Axios reported. Reported capital expenditure for the same group over the trailing year was about $600 billion. The off-balance-sheet number is roughly five times larger, growing faster, and about triple the combined total of outstanding leases and long-term borrowings.

How $3 trillion disappears

Most of it is mechanical rather than sinister. About $1.2 trillion consists of leases that have not yet commenced, and under current accounting a lease stays off the balance sheet until it begins. The rest is purchase obligations, capacity reservations, power contracts and guarantees.

“## How $3 trillion disappears Most of it is mechanical rather than sinister.”

The Hyperion campus in Louisiana is the cleanest illustration. Meta owns 20% of it. Blue Owl, the private-credit manager, owns 80%. The $27 billion of construction debt sits on neither Meta's public balance sheet nor anywhere else investors routinely look -- yet Meta has guaranteed to be the sole tenant. Economically, Meta bears the risk. Accounting-wise, Meta reports a fraction of it.

Why private credit is in the middle of this

The structure is not an accident. Blue Owl, Apollo, Ares and Blackstone have raised enormous private-credit vehicles specifically to fund infrastructure that investment-grade corporates would rather not carry. The corporate gets capacity without balance-sheet consolidation; the credit fund gets a long-dated, effectively investment-grade-guaranteed asset at a spread. Both sides are rational. The systemic question is that the risk has moved from public disclosure into private funds whose marks are not observable in real time.

The comparison people will reach for

The 2008 analogy is available and mostly wrong. These are operating commitments to build real assets with a named, creditworthy tenant, not synthetic exposures layered on a mortgage pool. A better comparison is telecom in 1999-2001: enormous long-dated commitments to build capacity on a demand forecast, financed off balance sheet, where the assets were genuinely real and the demand curve arrived late. Fiber got built. WorldCom and Global Crossing still failed.

What to actually do with this

If you are an LP or a public-markets investor, the practical implication is that AI capex is more leveraged than the headline capex figures suggest, and that the leverage sits with counterparties you cannot see. If you are a founder in data centers, power or cooling, the implication runs the other way: the money committed to this buildout is larger and more contractually locked than the quarterly capex guides imply, and the customers cannot easily walk.

The specific disclosure to push for is when those $1.2 trillion of unstarted leases commence. That is the quarter the accounting catches up with the economics.

Who else is exposed

The nine companies in the WSJ analysis are the obvious names, but the second-order exposure runs through the credit funds and insurance balance sheets that hold the debt. Private credit has grown to roughly $2 trillion in assets over the past decade, and data-center lending has become one of its largest new origination categories. Insurance affiliates of the large alternative managers hold meaningful portions of that paper. None of it is marked daily. In a scenario where AI capex guidance is cut, the equity reprices in an afternoon and the credit reprices whenever the next valuation committee meets -- which is exactly the lag that makes private-credit exposure hard to hedge.

Related Deep Dives

  • The $1 Trillion AI Infrastructure Build: Data Centers, Po... →
  • Cerebras Revenue 2026: $880M Guidance and How the Chip Ma... →
  • Meta AI Capex 2026: The $145 Billion Guidance Raise and W... →
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Key Sources

2 sources
SourceAxios
AnalysisValue Add Pulse

Reported by Axios · Analysis by Value Add Pulse.

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