SNOWSHAGALRESEARCH NO. 12 · The Time It Takes for Money to Come Full Circle Contents

Snowshagal ResearchNo.122026.10.30

The Time It Takes
for Money to
Come Full Circle

Mapping AI Circular FinancingWho bridges the gap—and who ultimately pays?

  • Money Going OutInvestment and payments for compute and equipment
  • Money Coming BackCustomer fees—with a lag before collection
  • Money Bridging the GapLoans, leases and guarantees in the meantime

Special Research · Information as of October 30, 2026, 5:20 p.m. KST

Concept illustration of circular financing: purple and orange tracks lead toward a data center while the green track returning from it remains under construction.
RESEARCH NO. 12October 30, 2026 (Fri)Special Research

The Time It Takes
for Money to Come Full Circle

Mapping AI Circular Financing

The last week of October brought a flood of AI financing news. Anthropic filed for an IPO; a $63 billion financing arrangement to lease Broadcom equipment and Meta's plan to raise up to $97.5 billion in equity followed in quick succession. On October 28, the KOSPI surged 6.63% past 6,000 as SK hynix's results converged with those headlines. By October 30, it had fallen toward 5,700 as investors focused on the strain on Alphabet's and Amazon's cash flows.

The QuestionIf AI is a bubble, who puts up the money—and who pays it back?

Snowshagal Research5-minute essentials · About 30 minutes for the full report

Customer RevenueQuarter · 3 months

$11.6B

Anthropic's second-quarter revenue

2026 · $790M one year earlier · S-1

Contractual CommitmentsMultiple years · 2026–2036

$430.6B

Minimum payments under four take-or-pay compute contracts

Most annual payment schedules undisclosed · S-1

Financing the GapFirst half · 6 months

$110.8B

Net cash provided by financing activities, H1 2026

Primarily preferred-stock issuance · S-1

These figures cover three different periods—three months, multiple years and six months—and should not be compared as though they measure the same thing.

Introduction

These developments revive a familiar phrase: “AI circular financing.” Google and Amazon invest in Anthropic, which then spends that money buying cloud capacity from Google and Amazon. AMD has agreed to buy Anthropic shares as equipment powered by its chips is deployed. The money seems to come full circle, raising the suspicion that reported revenue is being inflated.

But circular flows alone do not prove a bubble. If genuine customers use the services and pay for them, there is a real business. Anthropic's revenue, in fact, grew 14.7-fold over the past year. The problem is the sequence of cash flows. Bills for chips, servers and data centers are committed to first; customer cash arrives later. Equity investment and borrowing bridge that interval. If collections fall behind, someone must absorb the loss.

This issue therefore looks beyond the question of whether the financing is “circular” to ask how long the money takes to come back, and who carries the risk while everyone waits. We follow the contracts and financial statements in Anthropic's IPO filing, distinguishing cash received from customers, money invested or lent to the company, and gains that exist only as accounting valuations. Short on time? The five points below tell the story.

At a Glance · The Five-Minute Brief

  1. 1Customer revenue is growing rapidly.Anthropic generated $11.6 billion in second-quarter revenue, 14.7 times the year-earlier figure. Revenue was 2.08 times compute costs, while operating income and operating cash flow turned positive. First-half accounts receivable, however, also rose by roughly $5 billion. Recognized revenue is not the same as collected cash, and these figures alone do not establish that Anthropic can meet its long-term commitments.
  2. 2The obligations are locked in first.Four take-or-pay compute contracts require at least $430.6 billion in payments. Total commitments recorded at June-end reached $587 billion, 5.6 times the level six months earlier. Contracts subsequently signed or amended amount to roughly $245 billion; some modify existing agreements and cannot simply be added to the total. The S-1 does not disclose how much falls due through 2030.
  3. 3Investors, lenders and suppliers bridge the gap.Anthropic raised $110.8 billion in the first half alone. Google and Amazon are investors, suppliers, sales channels and customers. Broadcom leases equipment; AMD has agreed to purchase shares as equipment based on its chips is deployed. The revenue is real. The risk is that when one counterparty falters, investment value, revenue and collateral can deteriorate together.
  4. 4Unrealized gains are not cash.Amazon recorded $53.4 billion in other non-operating income in the second quarter—about 66% of pretax income. Of that, $50.5 billion came mainly from marking up the value of Anthropic preferred stock. The same increase in valuation appeared on Anthropic's books as a mark-to-market loss on convertible notes. Without a new valuation event in the third quarter, that gain did not recur.
  5. 5If cash recovery is delayed, losses follow the contracts.Power constraints, permitting and funding costs can delay operations and collections. Losses are then allocated according to guarantees, collateral and seniority—among suppliers, lenders to special-purpose vehicles and corporate bondholders. Korean chipmakers benefit from near-term orders, but are not insulated from their customers' financing and collection risks.
01Starting PointDepartureNext Stop02 Customer Line

Stocks Are Rising.
Why Worry About Financing?

On October 28, the KOSPI jumped 6.63% to close at 6,012.44. That same week, AI companies unveiled a succession of major equity, debt and lease-financing arrangements. These are not contradictory developments.

Customer Line · Revenue from usersInvestment Line · Capital raisedValuation Line · Noncash gains

The next three trading days tell the story.

  • Wednesday, October 28 SK hynix reported third-quarter operating profit of KRW 83.3 trillion on revenue of KRW 104.6 trillion and laid out a roughly KRW 100 trillion shareholder-return plan for 2026. Samsung Electronics and SK hynix each climbed around 10%. Alongside earnings and shareholder returns, investors pointed to Anthropic's IPO plans and news of a $63 billion financing to lease Broadcom equipment to Anthropic.1
  • Thursday, October 29 The KOSPI fell 1.24% to 5,937.66, surrendering 6,000 after just one day.2
  • Friday, October 30 The KOSPI lost 3.48% to finish at 5,730.74. SK hynix dropped 7.08%, Samsung Electronics 3.02%, and foreign investors sold a net KRW 1.6173 trillion. Many interpreted the selling as a response to Alphabet's negative free cash flow and Amazon's rising capital expenditure.3

There is no single explanation for these moves. Securing financing makes near-term server and memory orders more likely to materialize. At the same time, it increases the cost of keeping those facilities running and servicing leases and debt over many years. Equity markets react first to imminent orders; credit markets scrutinize the longer-term repayment risk. The difference is the timing gap.

Figure 1Cash Goes Out First. Customer Payments Come Later.

The sequence by which one unit of AI compute becomes cash. The shaded interval must be bridged with equity, debt or supplier financing.

Cash Out
Contract signed → Equipment delivered → Quarterly lease and usage payments
Cash In
Funding gapDeployment → Customer usage → Billing and collection
ContractDelivery / operationsTime →

Illustrative schematic. According to the S-1, Broadcom equipment lease payments begin quarterly when equipment is “ready for use” at the data center—and may begin earlier if data-center readiness is delayed. Source: Anthropic S-1.4

Three Different Kinds of Money

The circular-financing debate gets muddled when fundamentally different flows are lumped together. Separating the money into three categories makes the issue clearer.

Table 1Not All “Money” Means the Same Thing
CategoryDoes cash come in?What to examine
Payments for services from customersRecognized as revenue; cash arrives when collectedRepeat usage, pricing, actual cash collection and cash left after costs
Equity, debt and supplier financingEquity and debt generate cash when issued or drawn. Supplier financing can provide equipment or defer payment without a cash transfer. An undrawn facility is not cash received.Conditions, maturity, dilution, repayment and future funding needs
Unrealized gains on investmentsNo cash comes in from the revaluation itselfValuation methodology and whether the asset can actually be sold for cash

The danger is not that revenue appears at several points in the supply chain. Equity and loan proceeds are real money, and building servers with that capital to sell services naturally creates revenue for multiple suppliers. The danger lies in concentrating investment exposure, revenue and collateral with the same counterparty: when it falters, several assets can lose value at once. The IMF calls this “wrong-way risk”—the value of your equity and loans falls precisely when the revenue expected from that same business comes under pressure.5

Not Every AI Company Is Alike

Anthropic is our central case study. But AI companies differ in how they earn and borrow money. Model developers, cloud providers and chip and memory manufacturers have different cash-generation models, payback periods and debt structures. Amazon, for example, has AWS operating income ($16.6 billion in the second quarter) and operating cash flow from its core businesses, independently of any gains on Anthropic holdings.6 Anthropic's figures alone cannot establish the return on Meta's AI investment or Amazon's overall ability to repay its obligations.

02Customer LineCustomer LineNext Stop03 Route Map

Are Customers
Actually Paying?

To meet long-term contractual obligations, customer revenue must ultimately turn into cash receipts. Revenue is the fastest-changing number in the S-1.

Customer LineCompute Line

Revenue grew faster than compute costs. Compare the first quarter of 2025 with the second quarter of 2026:

  • Quarterly revenue $376 million → $11.56 billion, or 14.7 times the year-earlier figure of $790 million.
  • Compute and infrastructure costs $940 million → $5.56 billion. As a share of revenue, costs fell from 251% to 48%.
  • Revenue ÷ compute costs 0.40× → 2.08×4, 7
Figure 2Revenue Has Overtaken Compute Costs
RevenueCompute and infrastructure costsSmall figures below: compute costs ÷ revenue
0.4
0.9
0.8
1.4
1.4
2.0
2.0
2.9
4.7
3.4
11.6
5.6
1Q25251% 2Q25177% 3Q25148% 4Q25144% 1Q2672% 2Q2648%

USD billions. Source: Anthropic S-1, quarterly statements of operations.4

Second-quarter operating income was $970 million, its first quarterly operating profit. Operating cash flow for the first half turned positive at $3.9 billion, versus negative $2.6 billion for full-year 2025.

But working capital contributed to that cash-flow result. Accounts receivable increased roughly $5 billion, reducing cash. An approximately $2.7 billion rise in accounts payable and accrued expenses—and roughly $1.4 billion more in deferred revenue collected from customers—provided an offset.4

The pace at which usage becomes recognized revenue, revenue becomes collected cash, and the company pays for infrastructure must be measured separately.

Figure 3The Working-Capital Moves Behind $3.9B of Operating Cash Flow

Working-capital items in the H1 2026 cash-flow statement. Bars to the left reduced cash; bars to the right increased it.

Increase in accounts receivableRevenue recognized but not yet collected
−49.8
Increase in payables and accrued expensesCosts recorded but not yet paid
+26.8
Decrease in prepaid expenses / other assetsReduction in amounts paid in advance
+20.9
Increase in deferred revenueCustomer cash received in advance
+13.8
H1 operating cash flowAfter net income and all noncash adjustments
+39.3

Units: USD 100 million. Net losses and noncash items such as fair-value changes are not plotted separately. Source: Anthropic S-1, statement of cash flows.4

What the 2.08× Ratio Does Not Tell Us

The ratio shows progress toward monetization. On its own, however, it cannot tell us:

  • Investment returns or debt-servicing capacity; those require different figures.
  • The payback period; training and inference have different recovery profiles.
  • The timing of collections; recognizing revenue is not receiving cash.
  • Cash available for repayment; payroll, operating expenses, capex, interest and principal all have to be covered. Even when revenue outpaces compute costs, losses can widen if other expenses grow faster.

Revenue is not concentrated among a handful of large customers, either. No single customer accounts for more than 10%; in the third quarter, roughly 79% of revenue came from outside the top five customers, up from 64% in the first quarter.4

25%Top-five customer shareJanuary–September 2026 · No individual customer over 10%
79%Revenue from outside the top fiveQ3 · 64% in Q1
11,900Customers spending over $100K annuallyBased on trailing-12-month spending
250customersCustomers spending over $10M annuallyBased on trailing-12-month spending

“48% Sold Through Cloud Marketplaces” Does Not Mean Circular Revenue

iM Securities estimated that 47% of Anthropic's revenue (about 70% on another page of the same report) flowed through Amazon and Google.8 Here is what the S-1 actually establishes:

  • 48% of revenue Sales through the marketplaces of three cloud providers—Amazon, Google and Microsoft—in H1 2026. That channel grew from 11% in 2023 to 32% in 2024 and 47% in 2025.
  • 58% of receivables Amounts due through those same channels at June-end.
  • 70% Not verifiable from the figures in the S-1.4

In these sales, the cloud provider bills and collects from the end customer, deducts its fee, and remits the proceeds to Anthropic. Anthropic contracts directly with the customer. The end user is the purchaser; the cloud provider serves as the payment and distribution channel. The risk lies elsewhere: nearly half of revenue and more than half of receivables move through three companies that are also competitors.

Those cloud providers are also Anthropic customers. The S-1 says they buy Anthropic services for their own use or products, but does not disclose the amounts.

Figure 4Three Routes for Customer Cash to Reach Anthropic
End customerAnthropic
52%Direct sale
End customerMarketplaceBilling / collection / fees deductedAnthropic
48%58% of receivables
Own use by the three cloud providersAnthropic
?Amount undisclosed

Revenue shares refer to H1 2026; receivables are as of June 30. The S-1 does not say whether the providers' own purchases are recorded under direct sales or marketplace sales. Source: Anthropic S-1.4

Third-quarter figures have not yet appeared in the S-1. According to Kiwoom Securities, citing Financial Times and Bloomberg reporting dated October 14, Q3 revenue reached $16.8 billion, compute costs accounted for 59% of revenue, and the adjusted operating margin was 11%. One interpretation of the decline from Q2 (48% and 19%, respectively) is that additional compute costs were recognized ahead of revenue.9 The quarterly results thus show the same timing gap. Those figures still need to be verified against an amended S-1 (Form S-1/A).

03Route MapRoute MapNext Stop04 Transfer Point

Who Puts Up the Money,
and What Does It Buy?

Buying compute before customer revenue matures requires outside funding. Many of the companies providing that funding also sell the compute.

Investment LineCompute LineCustomer LineEquity LineDebt LineMemory LineValuation LineGuarantee Line

Cho Jun-gi of SK Securities, citing a Bank for International Settlements (BIS) report released October 1, noted that among investments between AI companies in 2021–2025, transactions where the investor and investee also had a supplier–customer relationship accounted for 16.1% of deals by count but 46.4% by value.10, 11 In other words, investments involving intertwined commercial relationships tended to be larger.

The IMF separately identified 14 publicly announced transactions of this kind since 2023 in its October Global Financial Stability Report (GFSR). Roughly $300 billion of equity and $650 billion of debt associated with hyperscalers—large technology firms such as Amazon, Google, Microsoft and Meta building vast data-center operations—and others are linked to $1.4 trillion in future revenue commitments.5

Figure 5Share of AI Investments with an Overlapping Commercial Relationship

Investments among AI companies, 2021–2025 · BIS data

By number of deals16.1%
By deal value46.4%

How to Read This The 46.4% is the share of invested capital in deals where a commercial relationship also exists. It is not evidence that 46.4% of investment proceeds actually flowed back to suppliers. Sources: BIS11, SK Securities10

One Company, Five Different Roles

The S-1 describes this overlap in the company's own words. Amazon, Google and Microsoft hold substantial stakes in Anthropic, supply compute, sell its models through their cloud platforms and collect payments. They also buy Anthropic services for internal use or their own products—and develop rival models. Anthropic warns that some cloud and chip partners supply capital or credit support while serving as infrastructure providers and competitors, potentially creating conflicts of interest over both compute-access terms and financing terms.4

Figure 6Anthropic's Relationships with Five Major Partners

As disclosed in the S-1. Blank cells indicate that the filing does not identify that relationship.

Provides capitalSells computeSales / collection channelCustomerCompetitor
AmazonPreferred shares / notes$10B+ in 2026Trainium$110B minimumMarketplaceOwn useProprietary models
GooglePreferred shares / facility$20B+ in 2026TPU$114.5B minimumMarketplaceOwn useProprietary models
MicrosoftEquity stakeAmount undisclosedAzure$44.9B minimumMarketplaceOwn useProprietary models
BroadcomLease-payment notes$42B facilityTPU equipment leases$161.2B
AMDShare purchasesUp to $5BAMD-based equipmentOver $20B of spending; potentially through manufacturers and service providers

Amounts in USD 100 million unless otherwise indicated. Source: Anthropic S-1, risk factors, liquidity, Notes 9 and 13.4

Figure 7The AI Circular-Financing Route Map: Anthropic at the Center

Purple lines show money flowing into Anthropic; orange lines represent its payment commitments. Line thickness is not proportional to amount. Blue to the left connects hyperscalers to corporate bond markets; teal to the right connects chip suppliers to the memory manufacturers they pay. Gray dashed lines represent guarantees: no immediate transfer of cash, but risks that may return if a deal goes wrong.

Google, Amazon and Microsoft appear on the left; Broadcom, AMD and neocloud providers on the right. Parallel purple investment routes carry capital into Anthropic and orange compute routes carry payments out. Dashed pink valuation lines return mark-to-market gains to Google and Amazon as Anthropic's valuation rises. A gray dashed guarantee line connects Broadcom to the equipment-leasing SPV, illustrating residual-value support. Equity markets sit above, end customers below, corporate bond markets at far left and memory suppliers at far right. Anthropic June-end cash: $131.7B Google TPU minimum: $114.5B $20B investment · $20B facility Amazon Trainium minimum: $110B $10B investment · $15B facility 2023–24 notes: $6.2B principal Microsoft Azure minimum: $44.9B Equity investment (undisclosed) Broadcom TPU equipment leases: $161.2B Lease-payment note facility: $42B AMD AMD-based equipment: over $20B Via manufacturers / service providers Share purchase: up to $5B Three neocloud providers GPU cloud: up to $206.4B SpaceXAI · Nscale · Lambda Pledged as loan collateral Valuation ↑ = unrealized gains SPV financing: $63B Broadcom residual support Corporate bonds / private credit Hyperscaler bonds 2026E: $250B (iM) Memory · HBM Paid according to post-delivery terms Equity market IPO: up to $100B (reported) End customers Q2 revenue: $11.6B Cloud marketplaces Bill and collect 48% of revenue
  1. AnthropicJune-end cash and short-term investments: $131.7B
  2. Google TPU minimum: $114.5B 2026 investment: $20B · Remaining funding facility: $20B (conditional) Higher valuation → unrealized gains
  3. Amazon Trainium minimum: $110B 2026 investment: $10B · Remaining facility: $15B (tied to compute milestones) · Note principal: $6.2B Higher valuation → unrealized gains
  4. Microsoft Azure minimum: $44.9B Equity stake (amount undisclosed)
  5. Broadcom TPU equipment leases: approx. $161.2B Convertible-note facility for lease payments: $42B (rate rises from 9% to 13% if conditions are unmet) Residual-value support for the $63B equipment-leasing SPV transaction
  6. AMD AMD-based Helios equipment: over $20B (possibly procured through approved manufacturers or third-party service providers) Commitment to buy up to $5B of Anthropic shares
  7. Three neocloud providersSpaceXAI · Nscale · Lambda GPU cloud: up to $206.4B These commitments back neocloud borrowing
  8. External funding / supply End customers: $11.6B in Q2 revenue; cloud marketplaces bill and collect 48% Equity market: IPO of up to $100B (reported) Bonds / private credit: estimated $250B in hyperscaler bond issuance in 2026 (iM) Additional TPU capacity from suppliers including Google: estimated $125B–$150B in 2028–2031 Memory: cash collected after delivery under agreed payment terms

Amounts are based on the S-1 filed October 26. Noncancelable minimums, ceilings and estimates appear together and have not been added. Bond estimates: iM Securities; IPO size: news reports; equipment-leasing SPV: lenders' October 26 announcement. Additional TPU capacity from providers including Google (estimated $125B–$150B) is excluded from the map because individual suppliers' shares were not disclosed. Sources: Anthropic S-14, iM Securities8, Kiwoom Securities9, Broadcom announcement12

Where Does a Dollar Invested by Google Go?

Kim Jun-young of iM Securities argues that circular financing merely expands sales among interconnected businesses without creating new funding.8 Following one dollar invested by Google helps show what actually needs to be verified.

Figure 8The Journey of a Dollar Invested by Google

Real money changes hands and revenue is recorded at each stage. But the initial dollar came from an investor, not an end customer.

  1. 1Google → AnthropicBuys $1 of preferred stockGoogle: investment asset
  2. 2Anthropic → Google CloudPays $1 for TPU capacityGoogle: cloud revenue
  3. 3Google → chip supplierBuys TPU chips and equipmentChip supplier: revenue
  4. 4Chip supplier → memory makerBuys HBMMemory maker: revenue
  5. 5Next funding roundAnthropic's valuation risesGoogle: unrealized gain

None of these transactions, by itself, proves that end customers are willing to pay. Investment capital can fund genuine equipment and services as it moves through the supply chain. But recovering that investment ultimately requires revenue from customers independent of the financing loop.

Illustrative only. Actual amounts and timing differ by transaction; investment proceeds and usage fees do not move in matched one-for-one dollars.

Seven Contracts with Disclosed Amounts in the S-1—and Two Items Not in the Table

The filing's compute agreements fall into three categories based on how payments are determined.

  • Four minimum-payment contracts Amounts owed regardless of usage: Microsoft (Azure), at least $44.9B; Google (TPUs), about $114.5B or more; Amazon (Trainium), at least $110B; and Broadcom (TPU equipment finance leases, excluding interest), roughly $161.2B. Google and Amazon require shortfall payments if Anthropic uses less than the committed capacity.
  • Three usage-based agreements Contracts with emerging GPU-cloud providers, or “neoclouds”: SpaceXAI, up to $120.5B; Nscale, up to about $44.6B; and Lambda, around $41.3B. These are ceilings or charges tied to delivered capacity. SpaceXAI can terminate on 90 days' notice after its noncancelable period expires in early 2027. Of Lambda's agreements, $34.9B is contingent on obtaining facility leases.
  • Two items outside the contract table Additional TPU capacity expected from suppliers including Google in 2028–2031 (estimated $125B–$150B), plus AMD-based Helios equipment. Because the TPU capacity is not allocated by supplier, it cannot be treated as a single Google contract. Helios equipment may be purchased from approved manufacturers or used through third-party service providers. Anthropic expects to spend more than $20B if its initial deployment is completed; AMD's direct share is not disclosed.4
Figure 9Seven Disclosed Contracts, Two Additional Items—and Three Different Types of Exposure
Noncancelable minimumPay-as-used (ceiling)Outside the table / estimate
BroadcomTPU finance leases (ex interest) · Five-year term
$161.2BMinimum
GoogleTPU capacity · Apr 2026–Jul 2033
$114.5BMinimum
AmazonTrainium capacity · May 2026–Apr 2036
$110BMinimum
MicrosoftAzure capacity · Nov 2026–May 2033
$44.9BMinimum
SpaceXAINvidia GPU cloud · through 2029
$120.5BUsage-based / cap
NscaleGPU cloud · through 2033
$44.6BUsage-based / cap
LambdaGPU cloud · through 2034
$41.3BUsage-based / cap
Additional TPU capacitySuppliers incl. Google · 2028–2031 · Not in contract table
$125B–$150BS-1 estimate
AMD-based HeliosInitial 2027 deployment · Via manufacturers/service providers · Not in table
Over $20BNot a fixed sum

Amounts in USD. Broadcom figure excludes interest. The additional TPU capacity is the S-1 estimate for all relevant suppliers, including Google. Source: Anthropic S-1.4

The Widely Quoted “$637B” Is Not a Number in the S-1

The widely circulated $637 billion “commitment total” is the arithmetic sum of the seven contracts above. The S-1 does not provide that total. It leaves blank both the total-commitments field and the amount payable through 2030, saying only that most payments remaining after that point fall in 2031–2045. How much of the entire commitment falls after 2030 is unknown.4

Even among those seven deals, the $430.6 billion in noncancelable minimums and $206.4 billion in ceilings are not equivalent exposures. Kiwoom Securities analyst Park Gi-hyun also tabulated them separately.9

The financial-statement notes provide a different set of figures, showing the changes between year-end 2025 and June 30, 2026.

  • Noncancelable purchase commitments $54.6B → approximately $265.6B; 4.9×
  • Leases not yet commenced $50.2B → $321.4B; 6.4×. Some depend on contractual conditions being satisfied.
  • Combined $104.8B → $587B; 5.6×4
Figure 10Commitments on the Books at June-End: 5.6× Higher in Six Months
Noncancelable purchase commitmentsLeases not yet commenced
Year-end 2025$54.6B + $50.2B = $104.8B
June 30, 2026$265.6B + $321.4B = $587B
$265.6B
$321.4B

Amounts in USD as of June 30; new or amended agreements from July onward are excluded. Purchase commitments reflect amounts due more than one year out, and lease amounts are undiscounted. Source: Anthropic S-1, Note 13 and lease disclosures.4

The $587 billion is a June 30 snapshot. Subsequent agreements appear separately in the S-1's subsequent-events note.

  • Approximately $245B Future minimum payments under new or amended lease and commercial agreements after June 30, largely for compute and infrastructure. They begin in 2026–2036 and can run as long as 20 years. Some become effective only when conditions are met.
  • Approximately $21B Separate noncancelable short-term agreements.4

Because amended agreements may overlap with earlier commitments, these amounts cannot simply be added to $587 billion. An amended S-1 (S-1/A) is needed to establish the total exposure and payments due over the next 12 months.

Table 2Why the Commitment Figures Differ Across Sources
AmountWhat is included?Reference date / scopeCited by
$637BSum of seven contracts ($430.6B minimums + $206.4B ceilings)S-1 contract tableIBK / Hyundai Motor Securities
$430.6BFour noncancelable minimums onlyS-1 contract tableKiwoom Securities
$587B$265.6B purchase commitments + $321.4B leases not yet commencedJune 30 financial-statement notesKiwoom Securities
Approx. $245BNew or amended contracts since July; amended amounts overlap, so cannot be added directlyS-1 subsequent-events noteOriginal S-1
$518BPre-filing estimateBefore the S-1iM Securities

These differences reflect varying dates and definitions; the S-1's total-commitments field remains blank. Sources: Anthropic S-14, reports from the securities firms cited8, 9, 13, 7

04Transfer PointTransferNext Stop05 The Mirror

The Seller
Also Provides the Financing

Google, Amazon, Broadcom and AMD supply Anthropic with compute or equipment—and have supplied, or agreed to supply, capital as well. But most of the remaining funding consists of conditional facilities. The timing of those inflows does not necessarily match the timing of the payments owed under commercial contracts.

Investment LineCompute Line

Google and Amazon are both investors and Anthropic's principal compute suppliers. For each, potential future funding exceeds the amount already invested. Those facilities become available only if Anthropic meets revenue targets or expands its purchases of the provider's compute. With Amazon, more spending on Amazon compute unlocks more Amazon funding.4

Table 3Google and Amazon: What Unlocks the Funding?
GoogleAmazon
Capital invested in 2026$20B
Approx. $10B in March Series G-2 + $10B in May Series H
$10B
Approx. $5B in April Series G-2 + $5B in May Series H
Undrawn facility at June-end$20B$15B
Conditions for accessThird-party compute contract conditions and trailing-12-month revenue targets, through year-end 2030$5B unlocked each time an agreed Amazon compute-capacity milestone is met
Form of funding after IPOConvertible notes on separately agreed terms (debt convertible into stock at a set price), or nonvoting stock priced at the 30-day averageNonvoting stock priced at the 30-day average (for up to 30 months after IPO)
Other termsOption to buy up to $10B of shares at the IPO price (exercise reduces the remaining facility accordingly)Approximately $6.2B principal on interest-free notes purchased in 2023–2024
Anthropic's compute commitmentTPU: $114.5B minimumTrainium: $110B minimum

Source: Anthropic S-1, liquidity and Note 9.4

Figure 11Supplier Funding and Facilities Versus Compute Commitments

Purple represents capital already invested in 2026 plus conditional facilities still available at June-end. Orange represents minimum payments due under multi-year contracts with those suppliers. The percentage at right compares scale; it does not show how much of the contract payments are actually financed.

Google
$40B$20B invested + $20B facility
35%
$114.5B minimumCompute contract
Amazon
$25B$10B invested + $15B facility
23%
$110B minimumCompute contract
Broadcom
$42B$42B facility
26%
$161.2B minimumCompute contract
AMD
$5B$5B facility
≤25%
Over $20Bnot all paid to AMD

Amazon's $6.2B principal on 2023–2024 notes is excluded. AMD-based equipment may be procured through approved manufacturers or third-party service providers, so not all of the more than $20B would flow directly to AMD. Because spending is described as “more than” $20B, the displayed ratio is an upper bound. Source: Anthropic S-1.4

Across these four companies, $30 billion already invested plus $82 billion in conditional facilities is equivalent to roughly 28% of the $405.7 billion in multi-year minimum contracts and expected AMD-based equipment spending. This is a comparison of scale, illustrating the overlap between suppliers and capital providers—not a financing shortfall calculation. To determine any shortfall, we must also know how investment proceeds were spent and when facilities can be drawn.

Four Contract Mechanisms Worth Understanding

Broadcom

Financing Gets More Expensive When Business Weakens

Broadcom leases TPU equipment under five-year finance leases (roughly $161.2B in lease payments, excluding interest) and has made available a $42B convertible-note facility to help fund the payments. The 9% annual interest is added to principal rather than paid in cash. If notes are issued while specified revenue conditions are unmet, however, the rate rises to 13%, and the conversion price falls from 90% to 85% of the 30-day average share price. If the conditions remain unmet for too long, issuance is barred altogether. Financing terms deteriorate precisely when the company may need cash most.

AMD

It Buys Shares as GPUs Are Deployed

In July, Anthropic signed a master supply agreement with AMD for Helios rack-scale hardware (MI450). The equipment may be acquired from approved manufacturers or accessed through third-party service providers. AMD agreed to purchase up to $5B of Anthropic Class N nonvoting stock. Funding becomes available in installments as GPU delivery and installation milestones are met, with the first milestone expected in 2027.

Amazon

Debt Can Be Offset Against Commercial Payments

Amazon's notes may convert into shares only as long as its equity stake does not exceed 12%. Amounts beyond that limit are reissued as interest-free rollover notes. Any outstanding balance at maturity may be repaid in cash or, at Amazon's option, set off against amounts Amazon owes Anthropic under their commercial agreements. The S-1 does not specify the amounts eligible for setoff.

Leases

Rent Can Be Paid in Convertible Notes

Anthropic may pay some rent owed by consolidated leasing subsidiaries through convertible notes rather than cash. It also says certain leases not yet commenced may be settled by issuing convertible notes. No such notes had actually been issued as of June 30.

Source: Anthropic S-1, liquidity and Notes 7 and 9.4

The Pattern Appears at Meta Too: Announced Capital Is Not Collected Cash

Chipmakers buying shares of their chip customers are not unique to Anthropic. In Meta's October 26 equity offering announcement, Nvidia, AMD and Broadcom expressed interest in buying up to $5 billion of shares.14 After pricing, the common-stock transaction rose to $25 billion. Add $12.5 billion of mandatory convertible preferred stock and an at-the-market (ATM) issuance program of up to $60 billion beginning in early 2027, and the planned maximum reaches $97.5 billion.15, 14

Only a portion of that figure has actually reached Meta's bank account.

  • Cash already received About $12.5B of preferred stock was issued on October 29. It carries a 6.50% cumulative annual dividend—roughly $812.5 million per year—but the board may elect to pay in shares rather than cash, so the full amount need not be a cash outflow.
  • Cash not yet received The roughly $25B common-stock transaction is a forward sale, with settlements scheduled through November 19, 2027. The ATM program of up to $60B is an unissued authorization, not proceeds in hand.15, 16
Table 4Meta's Equity Financing: Four Very Different Figures
CategoryAmountMeaning
Maximum planned financing$97.5B$25B common shares + $12.5B preferred + up to $60B ATM; excludes overallotment
Priced transactions$37.5BPriced October 26; traded October 27
Cash already receivedApprox. $12.5B6.50% cumulative-dividend mandatory convertible preferred, issued October 29
To be settled or issued laterApprox. $85BApprox. $25B common-stock forward sales (settling through Nov 19, 2027) + up to $60B ATM

Source: Meta pricing disclosure (free writing prospectus, FWP).15, SiliconANGLE14

05The MirrorMirrorNext Stop06 Debt Line

Why Revenue, Profit
and Cash Are Different

In a circular-financing structure, the largest apparent windfall is often a valuation gain, not cash. When Anthropic's valuation rises, one company's books show a loss and another's show a gain.

Valuation LineInvestment Line

Anthropic's preferred-share issue price rose from $11.23 in its 2023 Series C to $589.01 in its May 2026 Series H (pre-split basis). It more than doubled—2.3×—in just four months from the January Series G price of $259.14.4

A higher valuation also increases the value of convertible notes issued by Anthropic: they confer the right to convert into equity at a much lower predetermined price. Here is the position at June-end.

  • Outstanding convertible notes All were Amazon-held interest-free notes with about $6.2B in principal
  • Conversion prices $20.93 and $50.48 a share (pre-split), or 3.6% and 8.6% of the Series H price
  • Fair value on the books $108.6B, or 17.5 times principal4, 9
Figure 12Preferred Share Issue Prices: Up 52× in Three Years

Issue price per share by series, USD, pre-split

11.23
30.00
56.09
140.97
259.14
589.01
Series C2023 Series D2024 Series E2025.1Q Series F2025.3Q Series G2026.1Q Series H2026.2Q

Source: Anthropic S-1, Note 10 and related-party transactions.4

Figure 13$6.2B in Principal, $108.6B on the Books

Principal and Anthropic's June-end fair-value liability for Amazon convertible notes. Circle area is proportional to the amount.

Principal $6.2B Fair value $108.6B 17.5×

Amounts in USD. Approximately $2.2B of 2023 notes and $4.0B of 2024 notes; all are interest-free. Sources: Anthropic S-14, Kiwoom Securities9

A Loss on One Side, a Gain on the Other

This increase in value produces opposite accounting entries for the two companies.

  • Anthropic · Loss Second-quarter operating income turned positive for the first time at $970M. But a $59.6B fair-value loss on convertible notes and derivatives, plus $8.4B of other non-operating losses, brought the net loss to $66.3B. Of the $80.7B first-half net loss, $72.4B came from fair-value movements.4
  • Amazon · Gain Other non-operating pretax income was $53.4B in Q2—about 66% of $80.9B pretax income. Amazon said Anthropic was the main driver. The first-quarter figure was $16.8B.6 This is the figure iM Securities described as roughly two-thirds of Amazon's pretax income.8

Amazon's Q2 Form 10-Q shows that $50.5B of the $53.4B (about 95%) came from upward fair-value adjustments to investments in private companies, which it attributed primarily to changes in the value of Anthropic nonvoting preferred shares.17 Most of that other income was a noncash valuation adjustment.

Figure 14Inside Amazon's $53.4B of Other Income

Breakdown of Amazon's non-operating other income, Q2 2026

94.5%
  • Markups of private-company investments (chiefly Anthropic preferred)$50.49B
  • Gains on public equities and warrants$2.77B
  • FX and other$160M

Amounts in USD. Components total $53.42B. Source: Amazon Q2 Form 10-Q, other-income note.17

Figure 15Opposite Signs in the Same Quarter

USD billions. Left: Anthropic's fair-value changes on convertible notes and derivatives (solid pink), plus other non-operating losses (hatched). Right: Amazon's non-operating other income (green), driven chiefly by its Anthropic investment.

Anthropic's books · Loss
Amazon's books · Gain
−12.8
1Q26
+16.8
−68.0(59.6+8.4)
2Q26
+53.4

These numbers do not measure identical assets. Anthropic revalues notes and obligations recorded as liabilities; Amazon also revalues its preferred-equity holdings. That is why Amazon's gain exceeded Anthropic's loss in the first quarter. Sources: Anthropic S-14, Amazon earnings release6

A larger accounting gain does not mean an equal amount of cash arrived. Amazon's trailing-12-month free cash flow was negative $7.6B at June-end; it deteriorated to negative $42.4B at September-end as equipment purchases accelerated.6, 18

An IPO changes the accounting. Once the notes convert to equity, subsequent remeasurement gains and losses on those liabilities disappear. That is why IBK Investment & Securities and Hyundai Motor Securities expect most of the post-IPO mark-to-market losses to cease.13, 7 Previously recognized losses remain, however, and the conversion dilutes existing shareholders.

Unrealized gains are volatile. Amazon's third-quarter earnings, released October 29, illustrate that clearly.

  • Other non-operating income / loss: −$700M The $53.4B valuation gain seen in Q2 did not recur.
  • Operating income: $28.1B Up 61% year over year.
  • Net income: $20.7B It actually fell. The year-earlier quarter included a $9.5B pretax mark-to-market gain on the Anthropic investment.18

After listing, Amazon and Google would mark their holdings against Anthropic's publicly traded share price, potentially making quarterly earnings sensitive to fluctuations in that stock.

06Debt LineDebt LineNext Stop07 End of the Line

Who Funds the Gap
While Everyone Waits?

Supplier funding alone is insufficient. Hyperscalers borrow in corporate bond markets; neocloud providers and equipment-lease structures borrow through special-purpose vehicles (SPVs—entities set up to hold specific assets or transactions) and collateralized loans.

Debt LineEquity LineGuarantee Line
How to Read the Numbers in This Section
  • Promises to spend Purchase commitments, leases not yet commenced and conditional facilities. Cash has not yet gone out.
  • Money already borrowed Corporate bonds and loans. Interest and principal have scheduled payment dates.
  • Contingent guarantees Backstops and residual-value support. Cash is required only if the triggering event occurs.

When Chip-Supply Relationships Turn into Financing Relationships

Table 5What Changed Since June 2026
DateEventWhy it matters
June 9Broadcom launched an “AI XPV Platform” with Apollo and Blackstone. An initial $35B transaction led by Apollo supports more than 1 GW of Anthropic capacity expansion.An equipment supplier is building a financing platform.
June 10Oracle reported $638B in remaining performance obligations (RPO—contracted value not yet recognized as revenue) and 93% cloud-infrastructure revenue growth.The pace at which signed contracts turn into actual service revenue.
August 10Nvidia pursued an AI-compute financing platform with Apollo, BlackRock, Blackstone, Brookfield, Goldman Sachs and KKR, targeting more than $500B of third-party capital (a target, not a binding commitment).From selling chips to providing finance and sharing risk.
October 1 and 13BIS analysis of circular relationships among AI firms; IMF analysis of circular deals and credit linkages.From individual companies to financial-system interconnectedness.
October 26–27Anthropic S-1; the $63B Broadcom equipment transaction and financing structure; Meta offering terms; BIS report “Building AI on Credit.”Contractual obligations, guarantees and funding timing become visible in detail.
Late OctoberThird-quarter earnings from major technology companies.Testing whether contracted revenue converts into collected cash.

Sources: Oracle fiscal Q4 earnings (quarter ending May 2026)19, reporting on the Nvidia financing platform20, Apollo announcement21, BIS11, 22, IMF5, Broadcom announcement12, Meta filings15

Broadcom's $63B Deal: The Scale of Equipment Finance Comes Into Focus

Broadcom's equipment financing structure emerged in two stages.

  • June 9 Broadcom established the “AI XPV Platform” with Apollo and Blackstone. An initial $35B transaction led by Apollo supports an expansion of more than 1 GW of Anthropic training and inference capacity.21
  • October 26 Bank of America, Blackstone, Citi and Morgan Stanley announced a $63B transaction and financing structure. The $63B refers to the overall transaction size; the loan principal was not separately disclosed.

A newly formed SPV uses the financiers' capital to acquire Broadcom AI accelerators and networking equipment and lease them to Anthropic. Bank of America, Citi and Morgan Stanley arrange the first-lien (senior) debt. Blackstone alone provides the committed second-lien (junior) tranche. Broadcom supplies residual-value support to the SPV in an amount equal to the first-lien debt. Deliveries begin in 2027.12

Figure 16How the $63B Equipment Financing Is Structured
First-lien (senior) debtArranged by Bank of America, Citi and Morgan Stanley
Second-lien (junior) debtCommitted exclusively by Blackstone

↓ Total transaction / financing size: $63B (Amounts by lien rank undisclosed)

New SPVLessor that purchases and owns Broadcom equipment
BroadcomSells the equipment; provides residual-value support equal to first-lien debt

↓ Equipment lease · ↑ Lease payments(Quarterly, from equipment ready-for-use date)

AnthropicUnder the S-1, lessees are two special-purpose subsidiaries guaranteed by the parent; equipment serves as collateral.
$42B lease-payment note facilityBroadcom extends it and may transfer notes to financing partners; subordinated to lease collateral claims.

Schematic combining the announcement and the S-1. The announcement does not expressly identify the SPV as the counterparty to the Broadcom leases disclosed in the S-1. The filing says Broadcom transferred certain lease rights to third parties in Q2. Sources: Broadcom announcement12, Anthropic S-14

Residual-value support is a contingent safeguard, triggered only if things go wrong. If equipment depreciates more than expected or a lease ends early, it provides a route for some of that risk to return to the equipment supplier. The BIS likewise highlights structures where chipmakers combine equity investments, capacity-purchase commitments and contingent lease support, noting that residual-value guarantees typically have caps and protect investors only in part.22

What Not to Assume About the $63B
  • Do not add it to the roughly $161.2B in Broadcom lease payments or the $42B note facility in the S-1. Funding used to buy equipment may overlap with payments to lease and use that same equipment.
  • Public disclosures do not establish whether this overlaps with June's $35B transaction.
  • Residual-value support is capped. It is not an unconditional guarantee of all debt.
  • The banks arranging the loans may not be the institutions that ultimately retain the exposure.

Hyperscalers Turn to Corporate Bonds

Debt issuance is already visible in completed offerings. One example is Microsoft's senior unsecured bonds, priced on October 29.

  • Size $25B across ten maturities running from 2028 to 2066.
  • Coupons 5.55% on the 2036 notes; 6.35% on the 2066 notes.
  • Use of proceeds General corporate purposes, including capex. It would be wrong to assume every dollar finances AI data centers.23

Highly rated companies can still raise enormous sums. The terms are far removed from those on CoreWeave's bonds discussed below.

Estimates of future corporate bond issuance differ by more than a factor of two.

  • iM Securities It estimates hyperscaler capex has reached roughly 100% of operating cash flow, versus a 10-year average of 40%. Bond issuance had already reached $194B by July 7, surpassing the $108B issued in all of 2025. iM forecasts $250B in 2026 and $400B in 2027.8
  • Eugene Investment & Securities Analyst Heo Jae-hwan estimates $840B of 2027 bond issuance by the Big Four—Amazon, Alphabet, Microsoft and Meta—equivalent to 40% of net U.S. Treasury issuance.24

The gap reflects different coverage (all hyperscalers versus the Big Four) and assumptions (Eugene assumes 70% debt financing of $1.2 trillion in capex).

Figure 172027 Bond Issuance: $400B or $840B?
iM Securities · Hyperscaler bondsEugene Investment & Securities · Big Four bondsForecast
$108B
$83B
$250B
$214B
$400B
$840B
2025 2026E 2027E

Amounts in USD. Eugene's $840B forecast for 2027 assumes 70% debt financing of $1.2T in capex (the low end of its range). Sources: iM Securities8, Eugene Investment & Securities24

Hyperscalers' share of bond markets has also grown.

  • BIS In 2026, hyperscaler bonds with maturities of ten years or longer accounted for about 24% of corporate bond issuance at comparable maturities and 13% of gross U.S. Treasury issuance; the respective shares in 2024 were about 3% and 1.5%.22
  • IMF Hyperscalers account for roughly 10% of global investment-grade corporate issuance.5

So far, however, the measured market impact has been limited. The BIS analyzed 18 days in 2026 with AI financing news and found that the U.S. 10-year term premium—the additional yield investors demand for holding longer-dated bonds—rose on average about 1.5 basis points (0.015 percentage points), then reversed within two days. Investment-grade credit spreads did not move materially. The BIS cautioned that sustained issuance at this pace could increase long-term yield pressure and financial-stability risks.22

Hanwha Investment & Securities decomposed the 168-basis-point rise in the U.S. 10-year yield, from 3.63% in September 2024 to 5.31% in October 2026, and attributed 74% of the increase to the term premium.25 That decomposition does not establish what portion, if any, was caused by AI bond issuance.

~100%Hyperscaler capex ÷ operating cash flow10-year average: 40% · iM Securities
24%Hyperscaler share of corporate issuance with 10+ year maturities2026 · Approx. 3% in 2024 · BIS
13%Hyperscaler 10+ year bonds relative to gross U.S. Treasury issuance2026 · 1.5% in 2024 · BIS
1.5bpChange in 10-year term premium on AI financing news daysAverage; reversed within two days · BIS

Debt Beyond the Bond Market

In an August article, University of Chicago Booth professor Stefan Hepp divided AI infrastructure borrowing into five categories (below). Three findings matter most.

  • Total: $1.03T–$1.065T The range depends on whether GPU-backed lending is already included in private credit. The approximately $200B private-credit figure is the author's estimate, not a directly observed total.
  • First losses sit outside banks Most first-loss exposure sits outside the regulated banking system, and debt maturities are relatively long. In his view, this makes a repeat of 2008 unlikely.
  • Stress-scenario losses: $60B–$140B These are modeled realized credit losses under a severe repricing of AI-related assets—not a forecast of what will actually be lost.26, 27

iM Securities estimates off-balance-sheet SPV borrowing exceeded $120B over the previous 18 months, including $27B in SPV and joint-venture borrowing for Meta's Hyperion data center alone.8

Figure 18Where AI Infrastructure Debt Sits (Estimates)
Hyperscaler corporate bonds
$520B
Project and data-center finance
$250B
Private creditAuthor's estimate
$200B
Infrastructure ABS
$60B
GPU-backed loansMay partly overlap with private credit
$35B
TotalDepending on overlap
$1.03T–$1.065T

These are the author's size estimates. Private credit is not an observed aggregate; GPU-backed loans may overlap with private credit, so the categories may not be additive. Sources: Chicago Booth Review (Stefan Hepp)26, as cited by Yuanta Securities27

Borrowing Against a Customer's Credit

Kyobo Securities analyst Wi Jae-hyun sees AI financing shifting from unsecured bonds toward collateralized borrowing backed by customers such as hyperscalers, including delayed-draw term loans (DDTLs) and SPV loans.28

Even the same company can face radically different funding costs depending on the collateral package. CoreWeave's $8.5B secured facility, signed in late March, carries a floating rate of SOFR (the U.S. short-term reference rate) plus 2.25% and an approximately 5.9% fixed-rate tranche. Moody's assigned the loan an A3 rating. That rating applies to the facility secured by subsidiary assets and specific customer contracts—not to CoreWeave as a company.29 By contrast, the secondary-market yield on CoreWeave's unsecured notes due 2031 briefly reached 16% in October.30

Borrowing rates reflect more than the customer's creditworthiness: collateral, lien priority, guarantees, termination rights and maturity all matter. Kiwoom Securities notes that Anthropic's GPU-cloud commitments with SpaceXAI, Nscale and Lambda (up to $206.4B) support borrowing by those neocloud providers.9 A single contract can simultaneously represent Anthropic's expense, a neocloud provider's revenue and a lender's collateral.

SOFR+2.25%CoreWeave secured-loan floating-rate spreadMarch 2026 · Fixed-rate tranche around 5.9% · Facility itself rated A3
16%Secondary yield on the same company's unsecured 2031 notesBriefly in October · Not the coupon at issuance

Beyond Bonds: Equity Financing

Equity markets are becoming an additional funding channel. Citing Alphabet's $84.75B equity financing and Anthropic's IPO plans, iM Securities interprets the migration from debt toward equity as a sign of a maturing investment cycle.8 But Alphabet's $84.75 billion consists of four different components.

  • Common stock $18B
  • Mandatory convertible preferred $16.75B
  • Berkshire Hathaway private placement $10B
  • At-the-market (ATM) equity program Up to $40B, primarily intended to change how employee equity-award tax withholding is funded.31

So the capital immediately available to fund equipment is less than $84.75B. For comparison, Meta's announced equity plan totals $97.5B, while news reports put Anthropic's potential IPO at up to $100B.9

Hyperscaler cash flows are already stretched.

  • Meta Q3 capex of $34.9B pushed free cash flow into a $2.1B deficit. Long-term lease and contractual commitments rose from roughly $700B in July to $825B (compiled by Hana Securities analysts Kim Jae-im and Kim Si-hyun).32
  • The Big Four hyperscalers Kiwoom Securities estimates the consensus 2027 capex forecast exceeds $1T, with annual free cash flow around negative $110B.30

The earnings released October 28–29 reveal the same pattern.

Table 6Q3 Earnings: Infrastructure Cash Outlays Lead Revenue

Year-over-year changes are in parentheses

CompanyCloud revenueCapital expenditureCash flow
AlphabetGoogle Cloud: $30.7B (+103%)$51.4B (more than double year earlier)Quarterly FCF: −$9.1B, second consecutive negative quarter (TTM: +$19.7B)
MicrosoftAzure: +48%$45.2B (approx. +30%), including finance leasesFree cash flow down 27%
AmazonAWS: $46B (+39%)Equipment purchases over the trailing 12 months: $215.2B; 2027 likely significantly above this year's roughly $220BTrailing-12-month FCF: −$42.4B

Sources: Alphabet earnings release33and quarterly filing34, Microsoft earnings release35, Amazon earnings release18

The table cannot capture every relevant detail.

  • Alphabet The company said sales of TPU systems also contributed meaningfully to cloud growth, but did not disclose Anthropic's share. Q3 cash flow also reflected inventory growth and a $5.2B cash payment of an EU fine. The stock fell more than 9% after hours.33, 34
  • Amazon CEO Andy Jassy said AWS backlog had more than doubled year over year to $578B. Long-term debt rose from $65.6B at year-end 2025 to $173.1B at September-end, and Q3 interest expense more than tripled year over year to $1.7B. Shares fell 4.3% in regular trading and another 6.1% after hours.18, 36

Cloud revenue is surging, but the equipment bill arrives earlier—and is growing faster.

Suppliers are accumulating future payment obligations on their own balance sheets. Alphabet's third-quarter Form 10-Q reports the following September-end figures.

  • Off-balance-sheet purchase commitments: $924.4B Of this, $213.4B falls due within 12 months.
  • Leases not yet commenced: $130.5B Primarily data centers and energy.
  • Equity investment commitments: $21.9B
  • Contingent obligations $75.7B of backstops guaranteeing other companies' data-center rents and power payments, plus $22.8B of financial guarantees supporting equipment procurement. A backstop is triggered only if the counterparty fails to pay; Alphabet then has the right to take over the relevant lease.34

These commitments are different types of exposure; they cannot simply be combined or added to Anthropic's contracts. The timing gap visible at Anthropic appears in similar form on its suppliers' books.

In short, Anthropic's commitments become backlog for hyperscalers and neoclouds. Much of the funding for the underlying infrastructure comes from corporate bonds, SPV loans and private credit. If Research No. 05 examined the Treasury bonds behind the crypto market, the other side of AI compute is corporate debt and collateralized lending.

07End of the LineTerminalNext Stop08 Warning Signals

Who Repays?
Sources of Cash and Legal Liability

“Who repays?” has two answers: where the money comes from (the source of repayment) and who is legally responsible—and absorbs losses—if it does not arrive (the allocation of liability).

Customer LineEquity LineInvestment LineDebt LineGuarantee Line

Funding Sources: Cash on Hand and Future Inflows

The sources of capital available to Anthropic differ in their degree of certainty.

  • Cash and investments on hand $131.7B in cash and short-term investments as of June 30 (excluding a separate $2.5B of restricted cash).
  • Credit facility Expanded a secured facility from $3.25B to $15B in September.
  • Conditional facilities Up to $82B potentially available from Google, Amazon, Broadcom and AMD, subject to the conditions discussed earlier.
  • Potential IPO proceeds Reportedly up to $100B. Proceeds from shares sold by existing shareholders would not go to the company.4, 9

The S-1 states management believes existing cash, cash generated by operations and credit lines will fund at least the next 12 months of working capital, lease payments and capex. That assessment is not a guarantee of safety, but it is the company's own stated near-term liquidity outlook.4

Figure 19Cash on Hand, Conditional Capital, Uncertain Proceeds and Multi-Year Obligations
Existing liquidityCredit facilityPartner facilities (conditional)IPO proceeds (unconfirmed)Multi-year obligations
Existing liquidityJune-end cash and short-term investments
$131.7B
Conditional funding channels$15B credit facility + $82B partner facilities
$15B
$82B
Unconfirmed IPOReported maximum includes secondary shares
Up to $100B
Multi-year obligationsJune-end figures; terms up to 20 years
Purchase commitments: $265.6B
Leases not yet commenced: $321.4B

How to Read This These figures share an axis for scale only; they are not a solvency calculation. Commitments are payable over periods extending as long as 20 years, and the chart excludes future customer collections. Debt-servicing capacity must be assessed by matching cash collections against operating expenses, capex, lease payments and debt service over time. Multi-year obligations are as of June 30, excluding approximately $245B of subsequent new or amended contracts (including amendments of existing agreements). Sources: Anthropic S-14, Kiwoom Securities (reported IPO size)9

The right question is not, “Can it pay 20 years of commitments in cash today?” It is, “Can it actually secure the cash it needs over the next 12 or 24 months when payments fall due?” The amount payable through 2030—which is crucial to answering that question—is missing from the S-1. Contracts with stated expiration dates end between 2029 (SpaceXAI) and 2036 (Amazon), but some lease and purchase commitments run as long as 20 years.4

Figure 20Contract Duration Map
Noncancelable periodOutside table / estimateCancelable periodFaded start: commencement not disclosedMost post-2030 remaining payments occur here (share of total undisclosed)
2026 2030 2035 2040 2045
MicrosoftAzure · Noncancelable
2026.11~2033.5
GoogleTPUs · Noncancelable
2026.4~2033.7
Additional TPU capacityIncluding Google · Outside contract table · Estimate
2028~2031
AmazonTrainium · Noncancelable
2026.5~2036.4
BroadcomFive-year TPU equipment leases
Five years from 2026–27 deliveries
SpaceXAICancelable from early 2027
~2029
NscalePay as capacity is delivered
~2033
Lambda$34.9B contingent on facility arrangements
~2034
AMDInitial 2027 deployment
2027~

Broadcom's five-year leases begin as equipment arrives in 2026–2027; shown schematically as 2027–2032. For Nscale, Lambda and AMD, only expiration dates or initial-delivery timing were disclosed. Source: Anthropic S-1.4

Liability: Legal Obligations and Where Losses Fall

Customer payments create a source of repayment, but customers do not legally owe Anthropic's debt. The entities bound by the contracts—and the special-purpose subsidiaries—bear the payment obligations. In a downside scenario, guarantees, collateral and creditor seniority determine who takes the first losses.

The S-1 risk factors also describe mechanisms that can bring obligations forward if things deteriorate.

  • Cross-default Default under certain commercial contracts may trigger cross-default provisions in the credit agreement and some convertible notes, potentially accelerating substantially all outstanding debt.
  • Minimum liquidity The credit agreement requires at least $5B of liquidity starting at year-end Q4 2026. Certain agreements may require the company to reserve up to an additional $10B in cash.4
Table 7What Happens at Each Level if Revenue Disappoints?
PositionLegal claim / obligationIf revenue falls short
Obligors
Anthropic (parent)Payment obligor under compute contracts; guarantor of leasing subsidiaries; note issuerNoncancelable minimums remain payable. Cross-defaults could accelerate related debt.
Two leasing subsidiariesLessee entities under Broadcom equipment leases; equipment pledged as collateralNonpayment or default may lead to equipment repossession, acceleration of remaining obligations or claims under the parent guarantee. Actual remedies depend on contract terms.
Capital providers / supporters
First-lien equipment-SPV lendersFirst-priority rights in equipment; entitled to Broadcom residual-value supportThey benefit from senior claims and residual-value protection, but the scope and conditions for recovery depend on the transaction documents.
Second-lien equipment-SPV lendersRank behind first lien (including Blackstone)They generally absorb losses before first-lien creditors; the actual waterfall is determined by transaction documents.
BroadcomEquipment vendor; residual-value support provider; lender through lease-payment notes (subordinated to the lease collateral)If equipment value falls, residual-value support may be called (trigger conditions and timing undisclosed). Its notes rank behind lease-collateral claims.
Neocloud providers and their lendersBorrowers and lenders using Anthropic contracts as collateralCollateral value is vulnerable because SpaceXAI has termination rights, Nscale and Lambda charge only for delivered capacity, and some obligations are conditional.
Equity holders
Amazon / GooglePreferred-share and note holders; compute suppliersUnrealized gains could reverse, and their cloud backlog would need reassessment.
Public-market shareholdersLast in the residual-claim waterfallThe share price tends to reflect the risk first.

Legal positions summarized from the S-1 and transaction announcements. Actual recovery priority and loss size depend on contract details. Conditions and timing for claims under residual-value support, and recovery procedures, are undisclosed. Linking the lenders to this equipment SPV with the Broadcom leases described in the S-1 is an interpretation based on comparing two documents. Sources: Anthropic S-14, Broadcom announcement12, Kiwoom Securities9

In short, repayment depends on cash collected from customers and capital raised. If revenue disappoints, losses do not all fall in one place; the contractual waterfall distributes risk among shareholders, junior creditors, suppliers and hyperscalers according to collateral and guarantees. Even when everyone finances the same AI demand, the order of loss depends on whose claim they hold. This is the IMF's wrong-way risk: investment, revenue and collateral exposure are concentrated in one counterparty, so a shock to that counterparty hits several balance sheets at once.5

08Warning SignalsSignalsNext Stop09 The Exit

What Slows Cash Recovery:
Power, Permits and Funding Costs

Even if demand holds up, changes in when a data center can operate—and who bears its costs—alter the financing required and the return on investment. The U.S. midterm elections on November 3 are part of that chain of events.

Guarantee LineDebt Line

Data-center projects are typically delayed by state and local decisions, rather than federal ones. IBK Investment & Securities analyst Lee Seung-hoon notes that state and local governments control permitting and retail electricity rates, limiting the direct effect of federal elections. State regulation, cost pressures and local opposition are more decisive variables. Even with long-term contracts secured, projects need upfront cash before operations begin, making access to external funding critical.37

Recent developments bear this out. Opposition to data centers crosses party lines.

  • New York State In July, the state paused discretionary permits for large data centers above 50 MW pending completion of an environmental-impact review. Officials and news coverage described the pause as roughly a year, but the executive order gives no fixed deadline.38
  • Texas The Republican governor froze new projects while regulators assessed their impact.39
  • Campaign advertising TV ads mentioning data centers appeared in at least 21 elections across 18 states, with a roughly equal split between the two major parties (AFP, August 30).39
  • Local ballot measures On November 3, voters in 38 jurisdictions across ten states will decide at least 41 measures that could delay, prohibit or impose new conditions on data centers (Reuters, October 29).40
Table 8How Policy Changes Affect Cash Flow
Policy / project developmentFinancing implications
Faster permits / grid connectionsOperations and customer revenue could begin sooner.
Higher grid-related cost burdenCapex and operating costs rise, potentially reducing returns.
Local opposition / stricter review delays projectsCash collection is delayed, while lease payments and interest may come due first.
More oversight / disclosureGuarantees and off-balance-sheet commitments become more visible, potentially repricing financing terms.

This maps possible transmission channels; it does not predict election results. Source: IBK Investment & Securities.37, AFP39

Elections and Demand

Midterms do not turn AI demand off overnight. But a change in commissioning dates or cost allocation changes financing needs and investment returns even under the same demand outlook. State and local authorities set permitting and electricity rules; the executive branch sets export controls. These processes can move independently of congressional election results.

Signals from Credit Markets

Cho Jun-gi of SK Securities divides credit contagion into two stages. Stage 1 is selective pressure confined to technology and AI borrowers, transmitted to Korea through supply-chain exposures. Stage 2 is a broader credit tightening in which non-tech spreads, primary issuance, refinancing and lending all deteriorate. His October 23 assessment placed the market in Stage 1.10

Figure 21Two Stages of Credit Contagion (SK Securities Framework)

Stage 1 · Selective tech stressAssessment as of Oct 23

Credit spreads rise first for tech and AI borrowers. Korea feels the impact through supply-chain stocks and orders.

  • CoreWeave five-year CDS (cost of default protection)1,146.4bp
  • One-month change+294.3bp
  • One-month widening in tech OAS+20.9bp
  • One-month widening in broad IG OAS+13bp
  • Oracle five-year CDS (approx. +100bp since Jul 23)~315bp

Stage 2 · Broad credit tightening

Non-tech spreads, issuance, refinancing and lending worsen together. As of October 23, evidence pointing in that direction was limited.

  • U.S. IG OAS (spread above Treasuries)89bp
  • Prior ten-year average (for reference)109bp
  • High-yield OAS (+63bp over one month)337bp
  • Non-tech issuance / refinancingLimited deterioration so far

Based on October 23 closing data. Oracle CDS is an approximate chart reading. Stage assessment is SK Securities' judgment. Source: SK Securities.10

The ten-year average is a reference point, not a crisis threshold. Spreads can move slightly above average and stabilize, or primary markets can seize up before spreads reach average. Four indicators should be considered together to see whether conditions are shifting toward Stage 2.

  • Speed and persistence How quickly and for how long spreads widen.
  • Breadth Whether stress spreads beyond technology.
  • Primary market access Whether offerings are canceled or refinancing terms worsen.
  • Real-economy effects Whether actual cash flows and contract terms deteriorate.

In BofA's October fund-manager survey, 39% of respondents cited the fallout from hyperscaler capex as the most likely trigger of a credit event—the largest response (as reported by Kiwoom Securities).30

The base cost of funding has not come down either. On October 28 (early October 29 in Korea), the Federal Reserve held its policy-rate target range at 3.75%–4.00%. The vote was 10–2, with dissenters Lisa Cook and Beth Hammack favoring a 25-basis-point increase.41 This was no signal of imminent relief in borrowing costs. The longer collection takes, the more interest and lease obligations accumulate in the meantime.

09The ExitExitNext Stop10 Reality Check

What Should
Korean Investors Watch?

The path from shipment to cash is shorter for memory producers than for AI-model developers. But if customers finance their purchases with debt, memory makers also inherit exposure to those customers' funding risk.

Memory LineDebt Line

Memory makers recognize revenue when goods are delivered and collect under contractual payment terms. This may be a shorter path to cash than a model developer's long-term monetization cycle—but delivery does not eliminate collection risk.

U.S. markets priced that distinction on October 26, the day the S-1 became public.

  • Gainers SK hynix ADR +4.1%, Micron +3.0%, Philadelphia Semiconductor Index +2.8%.
  • Decliner Meta −1.9%, after announcing an equity offering the same day.

Kiwoom Securities attributed memory's stronger response to the fact that Anthropic uses all four major accelerator platforms—Nvidia, AMD, Google's TPUs and AWS Trainium—while HBM is needed regardless of which chips are installed.9

Figure 22S-1 Timeline for Deployment and Delivery of End-Use Compute Services
  1. 2026.11~12Azure begins · SpaceXAI GPU deliveries completeNvidia GPU-based capacity
  2. 2027First Broadcom TPU equipment and AMD MI450 deliveriesTPU / AMD-based capacity
  3. 2028~2031Additional TPU capacity (including Google)Estimated $125B–$150B; not in contract table
  4. 2033~2036Google / Microsoft / Amazon contracts expireRenewal terms become the next variable

This is not a memory-order calendar. Compute capacity can be supplied from equipment already in place, while HBM procurement precedes server delivery. Sources: Anthropic S-14, Kiwoom Securities (interpretation of delivery sequence)9

Memory makers are beginning to lock in commitments, too. Samsung Electronics' Q3 earnings call on October 29 and Micron's disclosures provide examples.

  • Long-term supply agreements Samsung has signed long-term memory supply agreements (LTAs) with ten major customers and is negotiating multi-year deals with another ten.
  • HBM Negotiations for 2027 supply volumes at target pricing are complete, leaving output effectively sold out. Q3 HBM4 revenue more than tripled quarter over quarter.
  • Target Cover 60%–70% of production capacity under long-term contracts by 2030.42
  • Micron Customer commitments under LTAs increased from $22B to $32B.30

The latest earnings reports make the near-term memory order book more concrete. But long-term supply agreements fix volumes and prices in advance; if customers depend on external financing, memory makers still take exposure to their credit quality.

Index Concentration

Figures compiled by SK Securities analyst Cho Jun-gi show just how much Samsung Electronics and SK hynix drive the Korean benchmark.

50%Samsung Electronics + SK hynix share of KOSPI market capAround
70% rangeShare of forecast index operating profit from the two companiesBased on forecasts for the next 2–3 years
5.3stocksEffective number of KOSPI 200 constituentsSeptember-end · Historically mostly 10–20
77%IT contribution to KOSPI 200 riskTrailing 12 months · 57% market-cap weight

Source: SK Securities.10

An effective constituent count of 5.3 means that, after accounting for concentration, the index provides about as much diversification as an equal-weight portfolio of just five stocks (calculated as one divided by the sum of squared weights). This amplifies the Korean benchmark's sensitivity to a credit squeeze in AI.

That is why the October 28 rally and concerns about AI credit can coexist. Each successful financing makes near-term orders more likely while extending the period over which the borrowed money must be repaid. The sharp October 30 decline showed the reverse. Samsung Securities analyst Cho A-in argues investors are beginning to focus less on the sheer scale of AI spending and more on returns and improving cash flow.3

Korean investors should watch three things alongside order volumes.

  • Memory makers' accounts receivable Are shipments being collected on time?
  • Long-term contract terms How much volume and pricing are locked in?
  • Major customers' access to financing Are corporate bond and SPV lending channels still open?
10Reality CheckInspectionNext StopEND · The Bottom Line

Counterarguments
and What Comes Next

A circular structure exists; its collapse is not inevitable. The same evidence can support different conclusions depending on the question.

Four Separate Questions

Demand

Is AI actually useful?

Nvidia CEO Jensen Huang says the problem is uneven access to capital, not a lack of demand.20 That is a supplier and executive's outlook, not independent verification.

Business

Can the business make money?

Anthropic posted Q2 operating profit and $3.9B of positive operating cash flow in the first half.4 Whether it can meet its long-term obligations remains a separate question.

Valuation

Is it worth investing at today's price?

Howard Marks wrote that transformative technologies can change the world even as investors lose wealth in the bubbles that form along the way (December 2025 memo).43

Credit

Will lenders be repaid?

Hepp sees first-loss exposure in nonbank funds and SPVs; the BIS notes that residual-value guarantees are capped.26, 22 Creditors can reach different conclusions about the very same technology.

Three Counterarguments

Kang Dae-seung · SK Securities

If Demand Holds, Funding Anxiety Need Not Halt Investment

The dot-com companies failed first; Cisco's vendor financing and WorldCom's accounting fraud were amplifiers rather than the initial triggers. Before the global financial crisis, house prices had already been falling for more than a year before equities peaked. Rental prices for the latest B200 chips actually rose 14% in October, a month of heightened concern.44

ResponseEven with demand growth, investment and valuations can correct first if financing costs and contractual obligations grow faster.

Choi Seung-ho · Hyundai Motor Securities

Inference Is Already Profitable

His estimated inference contribution margin is 85%. Revenue has risen to 2.08 times compute costs, showing real operating leverage, while usage growth more than offsets falling token prices, in his view.7

Important QualificationThe 85% subtracts only function-level costs of revenue. It excludes R&D expenses containing training costs ($9.7B in H1) and inference provided to free users. It is not a company-wide profitability measure.

Wi Jae-hyun · Kyobo Securities

Funding Channels Remain Open

The problem is concentrated in unsecured bonds. DDTLs and SPV loans backed by hyperscaler contracts provide alternative funding routes. Excluding Oracle, hyperscaler CDS levels remain low in absolute terms. In his view, the investment cycle turns only when rising Treasury yields unsupported by growth coincide with deteriorating profitability of AI revenue.28

Important QualificationThe pricing of those alternative routes depends on counterparty credit, collateral, lien priority and guarantees. Hyperscaler cash flow and borrowing terms remain the final tests.

What to Check Next

Table 9Upcoming Checkpoints (Korea Standard Time)
KSTEventKey data to watch
Nov 4 (Wed), 07:00AMD Q3 earnings After the Nov 3 U.S. closeMI450 Helios shipment schedule and data-center GPU sales; relevant to the first 2027 milestone in AMD's Anthropic share-purchase commitment.
Nov 4 (Wed)U.S. midterm election results Voting on Nov 3 U.S. timeHouse and Senate composition; state commitments on data-center regulation and power costs; outcomes of 41 local measures.
Nov 4 (Wed), 22:30U.S. Treasury quarterly refunding statementLong-dated Treasury issuance plans; these compete for some of the same investor demand as long-maturity hyperscaler bonds.
From Nov 10 onwardAnthropic amended S-1 (S-1/A) and investor roadshowTotal commitments and spending through 2030, previously left blank; Q3 financials; IPO price range and proportion of new shares generating proceeds for the company.
Nov 11 (Wed), 07:00CoreWeave Q3 earningsFunding costs and terms, backlog and cash flow.
Nov 18 (Wed), 07:00Nvidia Q3 earningsData-center revenue and the scale of customer financial support (investments and guarantees).
Mid- to late NovemberAnthropic IPO(Reported timing)Offering size and price; new market benchmark for valuing Amazon's and Google's stakes.
OngoingCredit indicatorsSpeed and persistence of spread widening, spillover beyond tech, canceled bond deals and refinancing terms.
2027Meta ATM issuance begins / forward sales settleHow quickly the announced financing actually becomes cash.

All times KST. Earnings and announcement dates follow company and agency schedules; the IPO timing comes from media reports. A roadshow is permitted beginning 15 days after the October 26 filing. Sources: AMD45, U.S. Treasury46, CoreWeave47, Nvidia48, Meta filings15, Kiwoom Securities9

EThe Bottom LineLedger

What We Know, What We Estimate,
and What Remains Unknown

KNOWNConfirmed Facts

  • Q2 revenue of $11.56B; operating income of $970M; first-half operating cash flow of +$3.9B (despite receivables increasing about $5B); net financing cash inflow of $110.8B (S-1).
  • Seven compute contracts with disclosed amounts: $430.6B in noncancelable minimums (four), plus up to $206.4B under usage-based contracts (three, maximum). Not in the table: additional TPU capacity (including Google) and AMD-based equipment (S-1).
  • June-end noncancelable purchase commitments of about $265.6B and $321.4B of leases not yet commenced. Subsequent new or amended agreements of roughly $245B and short-term contracts of about $21B (S-1).
  • Google and Amazon facilities are contingent on revenue or compute milestones; Broadcom note interest rises from 9% to 13% when specified revenue conditions are not met (S-1).
  • 48% of revenue and 58% of receivables ran through cloud marketplaces (S-1).
  • Alphabet Q3 Google Cloud revenue of $30.7B (+103%), capex of $51.4B and free cash flow of −$9.1B (Alphabet).
  • Samsung Electronics signed memory LTAs with ten large customers and is negotiating with ten more; 2027 HBM volumes have completed price negotiations (October 29 earnings call).
  • Broadcom's $63B equipment-SPV transaction/financing structure includes residual-value support equal to first-lien debt (October announcement); a separate June announcement described an initial $35B deal to expand Anthropic capacity (Apollo).
  • Amazon's Q2 other non-operating income of $53.4B (pretax income: $80.9B) included roughly $50.5B of upward private-equity revaluation, chiefly Anthropic preferred (10-Q). Q3 other non-operating income/loss was −$700M.
  • Amazon's long-term debt reached $173.1B at Q3-end (from $65.6B at year-end 2025); trailing-12-month free cash flow was −$42.4B (Amazon).
  • Alphabet's September-end off-balance-sheet purchase commitments were $924.4B ($213.4B due within 12 months), with $75.7B in data-center backstops (10-Q). Microsoft priced $25B of senior unsecured notes on October 29, with issuance expected November 4.

ESTIMATEForecasts and Estimates

  • Hyperscaler bond issuance: $250B in 2026 → $400B in 2027 (iM Securities); Big Four bond issuance: $214B → $840B (Eugene Investment & Securities).
  • AI infrastructure debt estimated at $1.03T–$1.065T; private-credit component is the author's estimate (Hepp).
  • Q3 revenue of $16.8B and compute cost ratio of 59% (FT/Bloomberg reporting cited by Kiwoom Securities).
  • IPO of up to $100B, with listing in mid-November (media reports).
  • 85% inference contribution margin (Hyundai Motor Securities' proprietary estimate).
  • Additional TPU capacity from suppliers including Google estimated at $125B–$150B (S-1 estimate).

UNKNOWNStill Unknown

  • Total commitments and amount payable through 2030 (blank in S-1); incremental new commitments within the approximately $245B of subsequent new or amended agreements.
  • How much of IPO proceeds from newly issued shares would actually reach Anthropic.
  • First- and second-lien debt amounts in the equipment SPV, terms of residual-value support, and whether the transaction overlaps June's $35B deal.
  • Amounts spent by the three cloud providers on Anthropic services for their own use.
  • How far Amazon's and Google's quarterly valuations of their Anthropic holdings will fluctuate after the IPO, based on its public share price.
  • Exactly what payments “due from Amazon” can be offset against Amazon's notes.

Conclusion

AI circular financing is real. But its existence does not, by itself, mean that the revenue is fictitious or collapse is imminent. Anthropic's customer revenue increased 14.7-fold in a year, and operating cash flow turned positive. Yet the infrastructure and contractual obligations coming due ahead of that revenue also grew 5.6-fold in the six months to June-end, with about $245B of new or amended contracts disclosed afterward. As revenue expanded, so did accounts receivable—the revenue yet to be collected.

What matters is how reliable the capital bridging this timing gap really is, and where losses flow through guarantees and collateral if collections are delayed. The structures disclosed this week trace that exposure through conditional supplier financing, equipment-SPV loans backed by Broadcom residual-value support, and hyperscaler corporate bonds. Korean chipmakers stand to benefit from near-term demand, but their longer-term fortunes remain tied to customers' funding and collections.

Amazon's Q3 results on October 29 gave this mechanism a numerical illustration. AWS revenue rose 39%, yet valuation gains vanished; trailing-12-month free cash flow was −$42.4B, while long-term debt rose $107.5B in nine months. The next tests are the amount payable through 2030 in Anthropic's amended S-1, and whether wider credit spreads spread beyond technology.

This report examines a specific question using publicly available materials. It is not a recommendation to buy or sell securities. Reference dates and calculation methods appear in the sources.

Glossary
Circular financing
An arrangement where an investor is also the investee's supplier or customer, allowing invested funds to return to the investor through commercial payments. This report separates customer cash, invested or borrowed capital, and noncash valuation gains.
Hyperscaler
A major technology company that builds and operates vast data-center infrastructure, such as Amazon (AWS), Google, Microsoft or Meta.
Neocloud
A newer cloud provider, such as CoreWeave, Lambda or Nscale, that acquires GPUs and rents out AI compute capacity.
Compute
Processing capacity used to train and serve AI models, encompassing chips, servers, data centers and power.
S-1 · S-1/A
A registration statement filed with the U.S. Securities and Exchange Commission (SEC) before an IPO, and its amended versions. The price range, share count and some initially omitted figures are filled in through amendments.
Vendor financing
Financing in which a seller lends money to, or invests in, a purchaser to help fund the purchase.
NPA
Note Purchase Agreement (NPA): a commitment to purchase convertible notes or equity up to an agreed limit. Anthropic has these arrangements with Google, Amazon and Broadcom.
Convertible notes / fair value
Debt that can be converted to shares at a specified price. A rising company valuation increases the conversion right's value, potentially producing a fair-value loss on the issuer's liability and a gain on the holder's investment.
Noncancelable commitments / shortfall settlements
Contracts requiring minimum payments regardless of usage. If committed usage is not reached, the customer settles the shortfall at the end of the contractual period.
Finance lease
A lease economically similar to financing a purchase. The lessee recognizes both an asset and a liability on its balance sheet.
SPV
A special-purpose vehicle (SPV) formed to hold particular assets or transactions. It is a legal structure; creating an SPV does not automatically remove the exposure from consolidated financial statements.
VIE
A variable interest entity (VIE) is an accounting category in which consolidation depends on substantive control and economic exposure rather than equity ownership alone. Anthropic consolidates some leasing entities classified as VIEs. VIE does not automatically mean off-balance-sheet borrowing.
Residual-value support
A commitment to cover a shortfall if leased equipment's value falls below a specified level at lease end or after early termination. Broadcom provides support equal in amount to the equipment SPV's first-lien debt. Such support is typically capped and is not an unconditional payment guarantee.
First-lien / second-lien debt
The repayment order against the same collateral. Senior first-lien lenders recover first; junior second-lien lenders receive what remains, usually absorbing losses sooner in exchange for higher yields.
DDTL
Delayed-draw term loan (DDTL): a term loan drawn in tranches as needed. Neocloud providers can use contracts with hyperscalers as collateral.
Cross-default
A provision under which default on one agreement can trigger default or acceleration under other loans and bonds.
Wrong-way risk
A risk in which the value of an investment in a counterparty falls just as the receivables owed by that counterparty deteriorate. The IMF uses the term when discussing circular financing.
CDS
Credit default swap (CDS): a contract providing default protection, quoted as a premium or spread. A wider CDS spread (in bp) generally signals greater perceived credit risk.
OAS
Option-adjusted spread (OAS): the yield spread of a corporate bond above comparable Treasuries, adjusted for embedded option effects.
Term premium
Compensation for the risk of holding long-term bonds; broadly, the part of long-term yields above the expected path of short-term policy rates.
ATM
At-the-market (ATM) offering: shares sold incrementally at prevailing market prices rather than all at once. The authorized amount is a ceiling, not cash already received.
Forward sale
A trade priced today but settled by delivering shares and collecting cash later. Meta's common-share forward sales are to settle by November 19, 2027.
RPO
Remaining performance obligations (RPO): contracted value for which revenue has not yet been recognized, akin to a measure of backlog.
LTA
Long-term agreement (LTA): a supply contract fixing terms for volumes and prices over several years.
HBM
High-bandwidth memory (HBM): vertically stacked DRAM offering high bandwidth, typically placed beside AI accelerators.
Sources · Cutoff Dates and Calculation Methods

Information in this report is current as of Friday, October 30, 2026, at 5:20 p.m. Korea Standard Time. The Anthropic S-1 was filed October 26, and its financial figures are as of June 30, 2026 (some customer metrics are as of September 30). We include the October 28 FOMC decision, third-quarter results from Microsoft, Alphabet and Amazon, Samsung Electronics' October 29 earnings call, and the October 30 close in Korea. No amended Anthropic filing (S-1/A) had been released by the cutoff.

Cutoff Dates, Calculation Methods and Differences Between Sources

ItemDetails
Total of listed contractsArithmetic sum of the seven S-1 contracts: four noncancelable minimums (Microsoft $44.9B + Google $114.5B + Amazon $110B + Broadcom $161.2B = $430.6B) plus three usage-based ceilings (SpaceXAI $120.5B + Nscale $44.6B + Lambda $41.3B = $206.4B) equals $637B. Excludes additional TPU capacity from suppliers including Google (estimated $125B–$150B, individual allocations undisclosed) and AMD-based equipment spending (over $20B). The S-1 does not state a total contractual commitment.
June-end commitmentsNoncancelable purchase commitments (more than one year remaining, fixed or guaranteed minimums) of about $265.6B + undiscounted leases not yet commenced of $321.4B = $587B. At year-end 2025: $54.56B + $50.2B = approximately $104.8B; increase of 5.6×. The separate subsequent-events note lists future minimum payments of about $245B under new or amended agreements (some conditional, commencing during 2026–2036 and lasting up to 20 years), plus roughly $21B of short-term noncancelable contracts. These are not added because amendments may overlap with existing agreements.
Payment scheduleThe S-1 leaves blank the total commitments figure and the amount payable through year-end 2030, stating only that “the substantial majority of the remaining amount” falls in 2031–2045. That is the main payment period for amounts remaining after 2030; its share of total commitments is undisclosed.
Supplier-financing scale comparison2026 investments (Google: approx. $10B Series G-2 + $10B Series H; Amazon: approx. $5B G-2 + $5B Series H = $30B) plus June-end available facilities (Google $20B + Amazon $15B + Broadcom $42B + AMD $5B = $82B) equals $112B. Divide by $405.7B in commitments and expected AMD-based spending (Google $114.5B + Amazon $110B + Broadcom $161.2B + AMD $20B) to obtain 27.6%. This compares capital already invested and conditional funding limits against multi-year contractual figures; it is not a funding coverage ratio. Excludes Amazon's $6.2B principal on 2023–24 notes. The $20B AMD figure is expected spending on AMD-based equipment if the full initial deployment proceeds; because procurement may run through approved manufacturers and third-party service providers, it is not AMD's direct receipts. Spending is expected to exceed $20B, so the ratio is an upper bound.
Supplier financing termsGoogle 2026 NPA: interest not specified (N/A); post-IPO convertible notes on terms to be agreed or shares priced at the 30-day average; tied to third-party compute contract conditions and trailing-12-month revenue targets, through year-end 2030. Amazon 2026 NPA: $5B per compute-capacity milestone; shares at the 30-day average price, for up to 30 months after IPO. Broadcom NPA: 9% annual interest (paid in kind); 13% for notes issued while revenue conditions are missed, conversion price reduced to 85%; issuance ends if conditions remain unmet too long. Based on the liquidity table in the S-1.
Amazon income ratioQ2 other non-operating income $53.4B ÷ pretax income $80.857B = 66.0%. Of the $53.415B in other income in its 10-Q, $50.486B (94.5%) came from upward revaluation of private-company investments, “primarily” Anthropic nonvoting preferred. Anthropic's notes likewise record an approximately $50.5B increase in the value of Anthropic preferred stock.
Anthropic profit and lossQ2 fair-value changes on convertible notes, derivatives and SAFEs: −$59.597B; other non-operating: −$8.448B; net loss: −$66.309B. H1 fair-value changes: −$72.388B; net loss: −$80.748B. H1 net financing cash inflow: $110.774B (net proceeds from preferred issuance: $110.432B).
Conversion-price ratiosAmazon note conversion prices of $20.93 and $50.48 per share ($2.0928 and $5.0478 post-split) divided by the $589.01 Series H price equal 3.6% and 8.6% (pre-split basis). Series C to H: 52.5×; Series G to H: 2.27×. Fair value of $108.6B ÷ $6.2B note principal = 17.5×.
Revenue versus compute costsQuarterly revenue divided by compute/infrastructure costs (S-1 quarterly table): Q1 2025, $376M ÷ $944M = 0.40×; Q2 2026, $11,555M ÷ $5,558M = 2.08×. Consistent with Hyundai Motor Securities. The reciprocal cost-to-revenue ratio is 251% → 48%.
Liquidity comparison chartCash and short-term investments of $131.65B (June-end), a $15B secured credit facility (agreed in September, raised from $3.25B), conditional partner facilities of $82B, reported potential IPO up to $100B (including secondary sales), and $587B of June-end commitments shown on one scale. No aggregate or coverage ratio is calculated.
MetaOctober 26 pricing: 40 million common shares × $625 = $25B (forward sales settling through November 19, 2027); 250 million mandatory convertible preferred depositary shares × $50 = $12.5B (settled October 29); reported ATM program up to $60B. Planned total: $97.5B, excluding overallotment options.
Revenue growthQ2 revenue rose from $787M a year earlier to $11.555B (14.7×), and was 30.7× Q1 2025 revenue of $376M. Annualizing Q2 revenue (×4) gives about $46.2B.
Market indicatorsCDS and OAS use October 23 closes (SK Securities); October 26 share moves from Kiwoom Securities; KOSPI October 28 close of 6,012.44 (+6.63%). Hanwha Investment & Securities decomposed the 168bp rise in 10-year Treasury yields from the September 16, 2024 trough to the October 5, 2026 peak. The 1.5bp term-premium response and 24% / 13% bond-issuance shares are from BIS.
UnitsDollar amounts in the Korean original are rounded to units of $100 million; the English edition expresses them in U.S. millions, billions or trillions. The revenue and compute-cost bar charts and the income comparison are in USD billions.
ImagesThe cover is a conceptual illustration, not a depiction of real facilities or individuals. Figures in the article use the data credited in their respective captions.

Sources

Thirteen securities-firm research reports have no publicly accessible original-document URL, so they are identified by firm, analyst, title and date. Forecasts and estimates quoted from those reports are the respective firms' analyses.

  1. Herald Economy · “Chip Shares Soar as SK hynix Reports KRW 80T Operating Profit; KOSPI Jumps 6% and Reclaims 6,000” · Oct 28, 2026 · KOSPI 6,012.44 (+374.10, +6.63%); SK hynix Q3 revenue KRW 104.6T and operating profit KRW 83.3T; roughly KRW 100T shareholder-return plan for 2026; Anthropic IPO and $63B financing headlines; foreign and institutional net buying. Index cross-checked against a Newsis market-close report. biz.heraldcorp.com · newsis.com
  2. EToday · “KOSPI Loses 6,000 After One Day as Samsung Electronics Falls More Than 4%” · Oct 29, 2026 · KOSPI 5,937.66 (−74.78 points, −1.24%); Samsung Electronics −4.13%; SK hynix +2.62%. etoday.co.kr
  3. Block Media · “KOSPI Slides Toward 5,700 as U.S. Tech Shares Hit Seoul; Samsung Down 3%, Hynix 7%” · and Global Economic · Oct 30, 2026 · KOSPI 5,730.74 (−206.92 points, −3.48%), intraday 5,599.42, sell-side program-trading sidecar; SK hynix −7.08%, Samsung Electronics −3.02%, foreign net sales of KRW 1.6173T. Concerns over AI returns amid Alphabet's widening FCF deficit and higher Amazon capex (Shinhan Securities analyst Kang Jin-hyuk); investors beginning to prioritize AI profitability and cash-flow improvement over spending scale (Samsung Securities analyst Cho A-in). blockmedia.co.kr · g-enews.com
  4. Anthropic, PBC · Form S-1 Registration Statement · Filed Oct 26, 2026 · Amounts, duration and termination provisions for compute contracts with Microsoft, Google, Amazon, SpaceXAI, AMD, Nscale, Lambda and Broadcom; blank total commitments and spending-through-2030 fields (“most of the remainder in 2031–2045”); Google/Amazon/Broadcom NPAs and AMD share-purchase commitment; setoff provision in Amazon notes; convertible-note payment of rents by consolidated VIEs; preferred-share issue prices by series; quarterly and half-year earnings and cash flow; $108.566B fair value of convertible notes; revenue through CSP marketplaces (11% in 2023, 32% in 2024, 47% in 2025 and 48% in H1 2026), plus 58% of receivables; approximately 25% from the top five customers, while approximately 79% of Q3 revenue came from outside the top five; risk factors including the multi-role CSP relationship and cross-default; Note 13 purchase commitments of about $265.6B and $321.4B of leases not yet commenced; amended-and-restated $15B secured facility (from $3.25B) and $5B minimum liquidity requirement; NPA conditions (Google rate unspecified, tied to revenue/third-party compute; Amazon $5B equity per compute milestone; Broadcom 9% or 13% if conditions unmet); Broadcom leases (quarterly rent from equipment readiness, two special-purpose subsidiaries and parent guarantee; partial assignment of lease rights in Q2); management's twelve-month liquidity assessment; no issuer proceeds from secondary shares; H1 2026 cash-flow statement (accounts receivable −$4.982B, prepaid expenses/other assets +$2.094B, accounts payable/accruals +$2.679B, deferred revenue +$1.380B, operating cash flow +$3.929B); estimated $125B–$150B in additional TPU capacity from suppliers including Google for delivery in 2028–2031; subsequent events listing about $245B of future minimum payments under new/amended leases and commercial contracts after June 30 (some conditional, commencing 2026–2036, up to 20 years) and about $21B in short-term noncancelable contracts. sec.gov
  5. IMF · Global Financial Stability Report, October 2026 · Oct 13, 2026 · Fourteen publicly announced circular deals since 2023, linked to about $300B equity and $650B debt (roughly $320B on the investee side) and $1.4T in future revenue commitments; wrong-way risk; hyperscalers' share of global investment-grade corporate issuance of around 10%, versus below 1% in 2024. Figures cross-checked against The Next Web (Oct 13) and Kiwoom Securities' 2027 outlook (pp. 23–24). imf.org · thenextweb.com
  6. Amazon.com · “Amazon.com Announces Second Quarter Results” · July 2026 · $53.4B in other non-operating pretax income (mainly Anthropic investment), $80.857B pretax profit, $62.6B net income; AWS revenue $42.2B and operating profit $16.6B; trailing-12-month free cash flow −$7.6B (net equipment purchases up $66.1B year over year); $16.8B in Anthropic-related gains in Q1. ir.aboutamazon.com
  7. Hyundai Motor Securities · Choi Seung-ho · “Anthropic S-1 Released: Proven Inference Economics and an Expanding TAM” · Oct 28, 2026 · Revenue per $1 of compute expense rose from $0.40 (Q1 2025) to $2.08 (Q2 2026); estimated 85% inference contribution margin (simplified in-house estimate, excluding training and free-user inference); H1 operating cash flow +$3.929B; disclosed compute contracts summed to about $637B; most valuation losses expected to disappear after listing. Broker PDF; no public URL.
  8. iM Securities · Kim Jun-young · “2027 Equity Market Outlook: Decoupling—What the U.S. Has and Korea Lacks” · Oct 27, 2026 · Circular financing increases revenue within the loop but requires external funding (credit or end-customer AI revenue); hyperscaler capex/operating cash flow near 100% (10-year average 40%); hyperscaler bonds $194B through July 7 (vs $108B in full-year 2025), forecast $250B in 2026 and $400B in 2027; over $120B of off-balance-sheet SPV borrowing over 18 months, including $27B for Meta Hyperion SPV/JV; spreads by lessee (CoreWeave approximately 400bp vs Amazon around 150bp); Alphabet $84.75B equity financing; Anthropic revenue through Amazon and Google estimated at 47% (p. 16) and around 70% (p. 17); nearly two-thirds of Amazon Q2 pretax income driven by Anthropic revaluation; pre-S-1 Anthropic commitments estimated at $518B. Broker PDF; no public URL.
  9. Kiwoom Securities · Park Gi-hyun and Han Yu-jin · “Anthropic S-1: AI Value Chain Financing Concerns Ease, but Margins Face the Test” · Oct 27, 2026 · Contract categories: $430.6B of fixed/noncancelable minimums with four counterparties and up to $206.4B with three GPU-cloud providers; June-end purchase commitments $265.6B and leases not yet commenced $321.4B ($587B total); Oct 26 moves (SK hynix ADR +4.1%, Micron +3.0%, SOX +2.8%, Meta −1.9%); Q3 2026 FT/Bloomberg figures ($16.8B revenue, 59% cost ratio, 11% adjusted operating margin); Amazon notes $6.2B principal versus $108.6B fair value (17.5×); cash plus potential IPO proceeds below half of commitments; GPU-cloud commitments pledged as neocloud loan collateral; reported IPO up to $100B; delivery timetable. Broker PDF; no public URL.
  10. SK Securities · Cho Jun-gi · “Reconstructing the Cycle: Style Strategy Through Growth, Inflation and Credit” · Oct 28, 2026 · BIS 2021–2025 AI-company investment sample: commercial overlap in 16.1% of deals and 46.4% of disclosed value; CoreWeave five-year CDS 1,146.4bp (Oct 23, +294.3bp in a month); U.S. IG OAS 89bp (prior 120-month average 109.6bp), HY OAS 337bp (+63bp in a month), tech OAS +20.9bp vs broad IG +13bp over a month; Oracle five-year CDS around 315bp (chart estimate); Samsung Electronics and SK hynix together near 50% of KOSPI market cap and more than 70% of forecast operating profit; KOSPI 200 effective constituent count around 5.3 and IT contribution to risk of 77%; Stage 1/Stage 2 credit-transmission distinction. Broker PDF; no public URL.
  11. BIS Bulletin No. 137 · Jon Frost et al. · “Circular Relationships Among AI Firms” · Oct 1, 2026 · In 2021–2025 AI-company investments, supplier/customer relationships overlapped in 16.1% of transactions and 46.4% of invested value; 55.2% of investments received by AI firms came from other AI firms. bis.org
  12. Broadcom IR / PR Newswire · “Bank of America, Blackstone, Citi and Morgan Stanley Announce Landmark $63 Billion Financing Structure to Enable AI Compute Capacity in Partnership with Broadcom” · Oct 26, 2026 · Describes a $63B “transaction,” without separately disclosing loan principal; a new SPV acquires Broadcom XPU accelerators and networking equipment and leases them to Anthropic; BofA, Citi and Morgan Stanley arrange first-lien loans, Blackstone exclusively provides committed second-lien funding; Broadcom gives residual-value support equal to the first-lien amount; deliveries start in 2027; first/second-lien amounts and lease duration undisclosed. investors.broadcom.com
  13. IBK Investment & Securities · Lee Seung-hoon · “AI Money Map 05: The Birth of an AI Bellwether—Analyzing Anthropic's Nasdaq IPO Filing (S-1)” · Oct 28, 2026 · Assesses that about $72.4B of the $80.7B H1 net loss reflects mark-to-market losses that may largely cease after IPO; publicly disclosed commitments; top-five customers around 25%; 48% CSP marketplace dependence. Broker PDF; no public URL.
  14. SiliconANGLE · “Meta to Sell Up to $95B in Stock to Finance AI Infrastructure Buildout” · Oct 26, 2026 · Described a planned equity raise of up to $95B and an initial $35B transaction (common shares plus $12.5B mandatory convertible preferred depositary shares), an ATM authorization of up to $60B starting in early 2027, and expressions of interest from Nvidia, AMD and Broadcom to buy up to $5B. siliconangle.com
  15. Meta Platforms · Pricing Term Sheet (Form FWP) · Oct 26, 2026 · 40 million common shares × $625 = $25B after upsizing; proceeds deferred through forward sales settling by Nov 19, 2027 (expected net proceeds about $24.9B); 250 million depositary shares of 6.50% mandatory convertible preferred × $50 = approximately $12.5B, settling October 29. sec.gov
  16. Meta Platforms · Form 8-K · Oct 29, 2026 · “The Depositary Shares Offering closed on October 29, 2026” (6.50% mandatory convertible preferred depositary shares). sec.gov
  17. Amazon.com · Q2 2026 Form 10-Q · Filed July 31, 2026 · $53.415B in other income included $50.486B upward valuation adjustments on investments in private companies ($62.814B for H1), “primarily from observable price changes in our nonvoting preferred stock investment in Anthropic”; Anthropic's note similarly records a Q2 adjustment of about $50.5B to its preferred-share valuation (Level 3 fair value). sec.gov
  18. Amazon.com Investor Relations · “Amazon.com Announces Third Quarter Results” · Oct 29, 2026 · Revenue $201.9B (+12%); AWS revenue $46B (+39%) and operating income $17.8B; consolidated operating income $28.1B; net income $20.7B (year-earlier quarter included a $9.5B pretax gain on Anthropic investment); other non-operating income/loss −$703M (vs +$53.415B in Q2); interest expense $1.691B (vs $538M year earlier); trailing-12-month equipment purchases $215.2B and free cash flow −$42.4B (vs +$14.8B year earlier); long-term debt $173.125B (vs $65.648B at year-end 2025); $48.1B of long-term borrowing in Q3; expected 2026 cash capex of about $220B. ir.aboutamazon.com
  19. Oracle · FY2026 Q4 Earnings Release (Form 8-K, Ex. 99.1) · June 10, 2026 · Revenue $19.2B (+21%), cloud infrastructure (IaaS) revenue $5.8B (+93%), RPO $638B. sec.gov
  20. W.Media · “Nvidia and Six Finance Firms to Mobilize Over US$500 Billion for AI Infrastructure Buildout” · Aug 11, 2026 · Memorandum of understanding with Apollo, BlackRock, Blackstone, Brookfield, Goldman Sachs and KKR; target of more than $500B in third-party capital (not yet binding); Jensen Huang said access to capital was uneven. w.media
  21. Apollo (GlobeNewswire, carried by Nasdaq) · “Apollo Leads $35 Billion Capital Solution for Broadcom AI XPV Platform Partnership” · June 9, 2026 · Apollo leads first $35B deal under Broadcom's AI XPV platform, with Blackstone and others participating and a goal of over 20 GW of compute capacity by 2028; supports an expansion of over 1 GW in Anthropic training and inference capacity from mid-2026, using investment-grade capital drawn over multiple years. The degree of overlap with the October $63B transaction is undisclosed. nasdaq.com
  22. BIS Bulletin No. 140 · Mathias Drehmann and Egemen Eren · “Building AI on Credit: Structures and Spillovers” · Oct 27, 2026 · Growth in long-term debt and off-balance-sheet structures; credit tied to commitments from a few large buyers; chipmakers combining equity, capacity-purchase agreements and contingent lease support; caps on residual-value guarantees; on 18 days with AI funding news in 2026, U.S. 10-year term premium rose about 1.5bp before reverting within two days, with no material move in IG spreads; hyperscaler bonds with 10+ year maturities made up around 24% of comparable corporate issuance and 13% of gross U.S. Treasury issuance in 2026 (vs approximately 3% and 1.5% in 2024). bis.org
  23. Microsoft · “Microsoft Announces Debt Offerings” · Oct 29, 2026 · Priced $25B in senior unsecured bonds across ten tranches (two floating, eight fixed), maturing from Nov 3, 2028 to Nov 3, 2066; coupons 5.55% for 2036, 6.25% for 2056 and 6.35% for 2066; expected closing November 4; proceeds for general corporate purposes, potentially including working capital, capex, repurchases, acquisitions and debt repayment. news.microsoft.com
  24. Eugene Investment & Securities · Heo Jae-hwan · “Equity Strategy: The Side Effects of Competing for Capital” · Oct 26, 2026 · Estimates 2027 Big Tech capex of $1.2T–$1.5T; financing 70% or more with debt would equal about 40% of net U.S. Treasury issuance. Big Four bond issuance forecast: $83B in 2025 → $214B in 2026E → $840B in 2027E (70% of $1.2T capex, low-end scenario). Broker PDF; no public URL.
  25. Hanwha Investment & Securities · Kim Sung-su and Han Si-hwa · “2027 Fixed-Income Outlook: An Uneasy Stalemate” · Oct 26, 2026 · AI corporate bond issuance equivalent to $187.1B in 10-year notes through October 2026 (roughly 47% of 10-year Treasury issuance and 8.5% of total coupon-bearing issuance); U.S. 10-year yield rose from 3.63% (Sep 16, 2024) to 5.31% (Oct 5, 2026), and 74% (125bp) of the 168bp move was attributed to the term premium. Broker PDF; no public URL.
  26. Chicago Booth Review · Stefan Hepp · “How Worried Should We Be About AI Debt?” · Aug 7, 2026 · Estimated debt: about $520B in unsecured hyperscaler corporate bonds, $250B in project/data-center financing, $60B infrastructure and ABS, $200B private credit (author's estimate), and $35B GPU-backed loans; argues this is not 2008 all over again because first losses lie outside banks and financing is long-dated; under a severe AI-asset repricing stress scenario, modeled realized credit losses of $60B–$140B (not a forecast). chicagobooth.edu
  27. Yuanta Securities · Lee Jae-hyung · “Yuanta Rates: Sharp Yield Swings Will Continue” · Oct 23, 2026 · Reproduces the Chicago Booth estimates of AI infrastructure debt: hyperscaler bonds $520B (49%), project/data-center finance $250B (23%), private credit $200B (19%), infrastructure and ABS $60B (6%), GPU-backed loans $35B (3%). Broker PDF; no public URL.
  28. Kyobo Securities · Wi Jae-hyun · “Higher Risks, a Continuing Cycle: 2027 Economy and FX Outlook” · Oct 27, 2026 · Diversification of AI financing from unsecured bonds toward collateralized DDTLs and SPV loans; pricing influenced by hyperscaler counterparty credit; cycle risk rises when unsupported Treasury yield increases coincide with weaker profitability of AI sales. Broker PDF; no public URL.
  29. CoreWeave · “CoreWeave Closes Landmark $8.5 Billion Financing Facility, Achieving First Investment Grade Rated GPU-backed Financing” · Mar 31, 2026 · DDTL 4.0, initially about $7.5B and up to $8.5B; floating SOFR + 2.25% and fixed around 5.9%; March 2032 maturity; Moody's A3 and DBRS A(low) ratings apply to the loan itself, backed by subsidiary assets and customer contracts. investors.coreweave.com
  30. Kiwoom Securities Research Center, Investment Strategy Team · “2027 Financial Market Outlook: From Expectations to Proof” · Oct 27, 2026 · Cites IMF circular-financing data (pp. 23–24); Big Four hyperscaler consensus capex above $1T for 2027 and FCF around −$110B (p. 92); Samsung memory target of 60%–70% of capacity under LTAs and Micron customer LTA commitments rising from $22B to $32B (p. 29); BofA October fund manager survey found 39% cited hyperscaler capex fallout as a potential credit-event trigger (p. 52); CoreWeave's 2031 bond yield briefly reached 16% in October (p. 57). Broker PDF; no public URL.
  31. Alphabet · Form 8-K (StockTitan summary) · June 3, 2026 · $84.75B funding package: $18B common shares (Classes A and C), $16.75B of 6.25% mandatory convertible preferred depositary shares, $10B Berkshire Hathaway private placement, and an ATM facility of up to $40B. The ATM is primarily intended to change funding for taxes on employee equity compensation (expected 2026 taxes of about $30B), with sales beginning in Q3. stocktitan.net
  32. Hana Securities · Kim Jae-im and Kim Si-hyun · “Tech & Stock Weekly: AI Investment Funding Concerns Come to the Fore” · Oct 23, 2026 · Meta Q3 capex of $34.9B, FCF −$2.1B, long-term lease and contractual commitments rising from about $700B to $825B. Broker PDF; no public URL.
  33. Alphabet · Form 8-K Exhibit 99.1, “Alphabet Announces Third Quarter 2026 Results” · Oct 28, 2026 · Revenue $127.577B; Google Cloud revenue $30.709B (+103%) and operating income $11.121B; TPU system sales “contributed meaningfully” to revenue growth; operating cash flow $42.290B less capex $51.355B equals FCF −$9.065B; trailing-12-month FCF +$19.75B. After-hours drop of roughly 9.4% reported by StockTitan. sec.gov · stocktitan.net
  34. Alphabet · Q3 2026 Form 10-Q · Filed Oct 29, 2026 · Off-balance-sheet purchase commitments $924.4B (including $802.1B across multi-year technology infrastructure, inventory, energy and content, with $213.4B due within 12 months); leases not yet commenced $130.5B (commencing in 2026–2031 with terms from 1 to 26 years); equity investment funding commitments $21.9B. Contingent items: $75.7B in data-center backstops ($48B covering third-party data-center providers and $27.7B in prospective backstops, including $10B for Crux AI); $22.8B in financial guarantees. If backstops are called, Alphabet can step into the relevant leases for up to 15 remaining years. Inventory rose from $2.4B to $13.3B; July cash payment of an EU fine and interest totaled $5.2B. sec.gov
  35. SiliconANGLE · “Microsoft's Stock Rises on Solid Earnings and Revenue Beat, with Azure Growing 48%” · Oct 28, 2026 · Fiscal Q1 2027 revenue $92.28B (+19%); Azure revenue $33.17B (+48%); capex including finance leases $45.2B (about +30%); FCF $18.63B (−27%); after-hours stock gain around 4%. siliconangle.com
  36. Investing.com · “Earnings Call Transcript: Amazon Q3 2026 Misses EPS as Shares Fall After Hours” · Oct 29, 2026 · AWS backlog $578B (“growing triple digits year-over-year”), Q3 cash capex $75.9B, around $220B planned for 2026 and “meaningfully more” in 2027; shares lost 4.25% in regular trading ($243.79) followed by 6.11% after hours ($228.90). investing.com
  37. IBK Investment & Securities · Lee Seung-hoon · “AI Money Map 04: U.S. Midterms and Data-Center Industry Scenarios” · Oct 26, 2026 · State and local governments control permitting and retail electricity rates; four scenarios; New York's July pause of discretionary permits for 50MW+ projects described as lasting up to one year; pre-operating funding remains critical despite long-term contracts. Broker PDF; no public URL.
  38. Greenberg Traurig · “New York Executive Order Pauses Discretionary Data Center Permitting Pending Environmental Review and Grid Cost Mitigation Framework” · July 2026 · Permit pause lasts until the Department of Public Service issues a final Generic Environmental Impact Statement (GEIS) and decision; no fixed completion deadline. “About one year” comes from state and media descriptions (Axios, July 14). gtlaw.com · axios.com
  39. Asharq Al-Awsat / AFP · “Data Center Backlash Scrambles US Midterm Politics” · Aug 30, 2026 · Data centers mentioned in campaign ads in at least 21 races across 18 states, roughly equally across both parties; Texas new-project freeze and New York's one-year moratorium. aawsat.com
  40. Reuters (republished by bdnews24) · “AI Data Centre Boom Faces Backlash at US Ballot Box” · Oct 29, 2026 · On November 3, at least 41 local measures in 38 jurisdictions across ten states would restrict, prohibit or impose conditions on data centers; Ohio had the most, with 21 (Ballotpedia). bdnews24.com
  41. Federal Reserve Board · “Federal Reserve Issues FOMC Statement” · Oct 28, 2026 · Maintained target range at 3.75%–4.00% on a 10–2 vote; Lisa Cook and Beth Hammack dissented in favor of a 25bp increase. federalreserve.gov
  42. iNews24 · “Samsung Electronics: ‘2027 HBM Fully Sold Out; In Talks on Ten More Long-Term Memory Contracts’” · Oct 29, 2026 · Negotiated 2027 HBM supply volumes at target prices (“sold out”); Q3 HBM4 revenue over three times Q2 (60% of HBM sales); LTAs signed with ten large customers and discussions with another ten; aims to cover 60%–70% of 2030 capacity under long-term contracts; supply expected to remain tight in 2028; semiconductor division Q3 operating profit KRW 106.5T. inews24.com
  43. Oaktree Capital · Howard Marks memo, “Is It a Bubble?” · Dec 9, 2025 · Distinguishes the impact of technology from investor returns. oaktreecapital.com
  44. SK Securities · Kang Dae-seung · “Strategy Comment: Bubbles Ended When Demand Failed First” · Oct 27, 2026 · B200 GPU rental prices rose 14% in a month (Bloomberg chart); argues dot-com-era vendor financing and accounting scandals amplified rather than initially triggered the collapse; observes that housing prices fell ahead of the financial crisis. Broker PDF; no public URL.
  45. AMD Investor Relations · “AMD to Report Fiscal Third Quarter 2026 Financial Results” · Results scheduled after U.S. close on Tuesday, November 3, 2026, with a call at 5:00 p.m. U.S. Eastern. ir.amd.com
  46. U.S. Treasury · Quarterly Refunding Statement · Aug 5, 2026 · Next quarterly refunding announcement scheduled Wednesday, Nov 4, 2026. treasury.gov
  47. CoreWeave Investor Relations · “CoreWeave Announces Date of Third Quarter 2026 Financial Results and Conference Call” · Scheduled Tuesday, Nov 10, 2026, at 5:00 p.m. U.S. Eastern. investors.coreweave.com
  48. Nvidia · “NVIDIA Sets Conference Call for Third-Quarter Financial Results” · Fiscal Q3 2027 (quarter ended Oct 25), call scheduled Tuesday, Nov 17, 2026, at 2:00 p.m. U.S. Pacific. nvidianews.nvidia.com