Why AI's Compute Boom Now Runs on Debt, Not Equity logo

Why AI's Compute Boom Now Runs on Debt, Not Equity

Broadcom is negotiating $60 billion-plus in special-purpose-vehicle debt to buy chips leased to Anthropic, the clearest sign yet AI's buildout is financed off-balance-sheet, not through venture equity.

By the Numbers

$60B+ (up to $100B)
Broadcom SPV debt sought
~$3T
Hidden AI debt, tech giants
$65B
Anthropic ARR, July 2026
$500B
Nvidia financing pool
$900M at $6.3B
XPeng robotics raise
TC
By the Funding Desk
Edited by Trace Cohen · Early-stage VC & angel · Founder, New York Venture Partners
4 min read
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THE RUNDOWN

1

Broadcom is in talks with lenders on a special-purpose vehicle carrying $60 billion or more in debt -- potentially $100 billion in total structure -- that would buy Broadcom's custom AI chips and lease them to Anthropic, per [24/7 Wall St.](https://247wallst.com/investing/2026/08/24/broadcoms-60-billion-ai-debt-deal-hides-a-370-billion-question-nobody-on-wall-street-wants-to-answer/) and [Yahoo Finance](https://finance.yahoo.com/technology/ai/articles/broadcom-seeks-more-60-billion-201702584.html) reporting

2

The SPV structure keeps the debt off Broadcom's and Anthropic's own balance sheets, echoing a pattern Pulse has tracked across [roughly $3 trillion in off-balance-sheet AI obligations](/pulse/fed-tech-giants-3-trillion-hidden-ai-debt-2026) at major tech giants

3

It isn't the only capital structure expanding: XPeng's robotics unit raised $900 million in straight equity at a $6.3 billion valuation the same week, and Nvidia is separately assembling a $500 billion financing pool with BlackRock, KKR and Apollo -- debt, equity and vendor financing are all growing at once

4

For GPs and LPs, the type of financing vehicle matters as much as the headline number: equity dilutes a cap table and prices risk into a visible valuation, while SPV debt shifts risk onto lenders and off the sponsor's own books -- a distinction that changes who actually bears a downturn

TC

The VC Read · Trace's Take

Trace Cohen

The number I'd actually underwrite is the tranche structure, not the $60B headline -- Broadcom guaranteeing part of the senior-secured piece tells you lenders wanted sponsor skin in the game before writing checks this size, and the $30B junior tranche is where losses land first if Anthropic's growth curve merely flattens rather than keeps compounding. Every GP with AI infrastructure exposure should be able to name which specific tranche their fund sits in, because 'we're exposed to the Anthropic compute buildout' means something very different depending on the answer. Watch Bank of America's $370B 2029 estimate -- it's grown every time this deal has been reported, which is its own signal worth tracking.

Analysis

The Deal Behind the Number

Broadcom is in talks with a group of lenders to raise more than $60 billion in debt -- and potentially as much as $100 billion across the full structure -- to finance a special-purpose vehicle (SPV) that will buy Broadcom's custom AI chips and lease them to Anthropic, [24/7 Wall St. reported](https://247wallst.com/investing/2026/08/24/broadcoms-60-billion-ai-debt-deal-hides-a-370-billion-question-nobody-on-wall-street-wants-to-answer/) on August 24, corroborated by Yahoo Finance. The structure pairs a roughly $30 billion junior tranche with a $60-70 billion senior-secured tranche, with Broadcom guaranteeing part of the senior piece -- meaning Anthropic never buys the chips outright. Investors finance the purchase through the SPV, then lease the hardware to Anthropic, which pays for compute capacity rather than owning the underlying silicon.

This isn't Broadcom's first vehicle of this kind. Pulse previously covered an earlier version of this financing push on August 20, when Broadcom was reportedly discussing up to $100 billion in debt to cover both Anthropic and OpenAI chip production, with Anthropic alone expected to account for more than 40% of the volume. This week's talks build specifically on the AI XPV partnership Broadcom struck with Apollo and Blackstone in June, whose opening deal raised $35 billion to expand Anthropic's compute using Broadcom's custom chips and networking gear. Bank of America estimates the total exposure across this financing structure could reach $370 billion by 2029 -- a figure that has grown, not shrunk, every time this deal gets reported on.

Investors finance the purchase through the SPV, then lease the hardware to Anthropic, which pays for compute capacity rather than owning the underlying silicon.

Debt Is Doing What Equity Used To Do

The mechanism matters more than the headline figure. A venture round dilutes a company's cap table and prices risk directly into a valuation everyone can see. An SPV lease structure does neither -- the debt sits on a separate legal entity's books, not Broadcom's and not Anthropic's, and the chips never appear as a capital expenditure on either company's balance sheet the way a direct purchase would. That's precisely the pattern regulators have started flagging: Pulse has tracked roughly $3 trillion in off-balance-sheet AI financing obligations at nine major tech giants as of late August, nearly double a July estimate, with Fed officials publicly split on how worried to be about it.

Anthropic's own numbers explain why lenders are willing to underwrite this much debt against one customer. The company's annualized revenue run rate hit $65 billion in July, up from roughly $9 billion a year earlier -- a growth curve that makes a multi-year chip lease look more like financing a proven revenue stream than a speculative infrastructure bet. Anthropic's last private round, a $65 billion Series H in August at a $965 billion post-money valuation, gives lenders a recent, well-documented equity mark to underwrite against too.

Debt Isn't the Only Structure Expanding

What makes this week worth writing about as a trend rather than a single deal is that debt-financed infrastructure is expanding alongside, not instead of, straight equity. XPeng's robotics unit raised more than $900 million at a $6.3 billion post-money valuation the same week -- the largest single-round private financing in China's embodied-AI industry, led by IDG Capital with Tencent and Alibaba as strategic backers. That's a conventional priced equity round, with dilution and a public valuation mark, running in parallel with Broadcom's off-balance-sheet chip financing. Nvidia, meanwhile, is separately assembling a $500 billion financing pool with BlackRock, Blackstone, KKR, Apollo, Brookfield and Goldman Sachs -- financing designed explicitly to help its own customers afford its chips, a hybrid between vendor financing and a capital-markets instrument.

The Counterweight

The bear case here isn't that AI infrastructure spending is fake -- Anthropic's revenue growth is real and independently reported, and XPeng's raise came from IDG Capital and two of China's largest strategic tech investors, not speculative retail money. The risk is structural: SPV debt shifts default risk onto lenders and bondholders rather than onto the sponsor's own balance sheet, and every dollar of that risk is priced on the assumption that Anthropic's revenue curve keeps compounding at something close to its current rate for years, not quarters. Bank of America's $370 billion exposure estimate by 2029 is itself an admission that nobody has fully modeled what happens to this structure if AI demand growth merely slows to a normal SaaS growth rate rather than continuing to double.

What It Means for Founders, GPs and LPs

For founders raising into this environment, the practical read is that the largest AI infrastructure buildouts are increasingly decoupled from traditional venture math -- Anthropic isn't buying chips with a Series H check, it's leasing them through a lender-financed vehicle, which means the compute capacity available to frontier labs is growing faster than their own equity raises would suggest. For LPs, the diligence question worth asking any fund with AI infrastructure exposure is which tranche of which SPV they're actually underwriting, and what covenant protects them if a single customer's revenue growth stalls -- the junior tranche and the senior tranche do not carry the same risk, no matter how the headline number gets reported.

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