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Aslan Research · Paper 01

The AI build-out, read from the filings

We read 3,889 SEC filings from 34 companies that design the chips, build the machines, and run the data centers behind AI. Code extracted every number exactly as filed. This is what the filings say, not what the press releases say.

Data as of 2026-08-21 · filings back to 2020-01-02 · industry stats cover the 31 US-dollar filers · ASML, TSMC and SpaceX get their own pages but sit outside the averages

Companies read 34 3,889 filings since 2020
Revenue, last 12 mo $2.81T 29 US-dollar companies
Debt they report $721B balance-sheet borrowings
Money promised $1.06T debt + leases + purchases
Unrealized revenue $238B + $2.42T signed backlog
Due in next 5 years $3.46T the obligation wall

They report $721B of debt. They have promised $1.06T.

"Reported debt" is what sits on the balance sheet as borrowings. But filings also commit money through leases and signed purchase deals. Add those and the promised total is 47% larger than the debt line alone. Committed obligations exceed reported debt by 1.5x. The gap shows that liabilities outside reported debt add substantial pressure to the balance sheet.

Largest 14 by total promised, latest quarter (9 smaller companies not shown)

reported debt all promised money
AMZN$226BGOOGL$203BMETA$112BIBM$65BAVGO$65BMSFT$62BINTC$51BCRM$42BORCL$37BDELL$32BEQIX$29BHPE$21BQCOM$15BNVDA$13B

Industry total over time

promisedreported debtQ1 '21Q2 '22Q4 '23Q1 '25Q2 '26$558B$1.12T

Money earned, money collected early, money merely signed

Deferred revenue is cash collected for work not yet delivered — it is not earned yet. Signed backlog is orders promised but not yet delivered or paid; it overlaps deferred, so we never add the two. Backlog now stands at $2.42T against $2.81T of trailing-year revenue. Backlog equals 0.9x one year of revenue, while deferred revenue adds another $237.9 billion of future obligations. The committed pile therefore extends well beyond the revenue already earned in the trailing year.

revenue (12 mo)signed backlogdeferredQ1 '21Q2 '22Q4 '23Q1 '25Q2 '26$1.48T$2.95T

Deferred revenue as a share of yearly revenue — the median company

median companyQ1 '21Q2 '22Q4 '23Q1 '25Q2 '268%15%

What they spend on, what they earn from

Four lines carry almost all reported spending: making the product, inventing the next one (R&D), selling and running the company, and tax. Stock-based pay — $117B in 2025 — hides inside those lines, so we show it beside them, never as a fifth slice. Cloud & platforms generated $1.90 trillion, far more than Chips at $574.2 billion and Hardware & networking at $228.5 billion. On the spending side, cost of revenue was $974.4 billion, while cash capital spending reached $302.2 billion.

Share of reported operating spend, by year

Cost of revenueR&DSelling & adminTax
2020
65%
14%
18%
2021
65%
14%
17%
2022
65%
15%
17%
2023
64%
16%
17%
2024
63%
16%
15%
2025
62%
16%
14%

The cash story the expense lines miss: building vs inventing

capex (cash)R&Dstock pay20202021202320242025$159B$317B

Not every company tags every line; each sum covers only the companies that tag it (always more than half the industry).

Trailing-year revenue by group

Cloud & platforms
$1.90T
Chips
$574B
Hardware & networking
$229B
AI software
$69B
Chip equipment
$60B
Data centers
$25B

One honest gap: filings publish per-segment revenue in a tagged data layer this pipeline does not parse yet, so this paper groups revenue by what each company builds, not by each company's own segment names.

$3.46T comes due in five years

Every dated obligation in the filings, stacked by when it falls due. Dark blue money has a filed payment schedule. Light blue money has a due date but no schedule, so its timing is a labeled straight-line estimate. Gray money is promised for "after year five" with no date at all — we refuse to invent one. The next five years carry $3.46 trillion of obligations against $918.4 billion of revenue promised for that same period. Filings show a much larger payment wall than the revenue scheduled to arrive.

$3.46Tnext 5 years$5.4Byears 5–10$0beyond 10$321Bafter yr 5, undated

Against it: revenue already promised to them (backlog with dates)

$918Bnext 5 years$0years 5–10$0beyond 10

The contrast is the finding: companies schedule spending decades out, but dated revenue promises barely reach past five years. Filings also show $265B of financing flowing back — money lent out that should return. We keep it out of the wall; a promise to receive is not a promise to pay.

Promises are growing faster than revenue

Each line starts at 100 in 2021-Q1 so the slopes compare fairly. Committed obligations grew 16% per year, faster than revenue at 15% and reported debt at 14%. That makes commitments the fastest-growing major balance in the comparison.

promised moneyrevenuedeferredreported debtQ1 '21Q2 '22Q4 '23Q1 '25Q2 '26160233
Revenue growth /yr 15% 2021-Q1 → 2026-Q2
Expense growth /yr 14% median company
Promised money /yr 16% debt + leases + purchases
Reported debt /yr 14% balance-sheet only
Deferred revenue /yr 15% cash for undelivered work
Quarters re-stated 36% by cited reconciliation

How often the filed numbers moved

Our reconciler re-states each quarter using only evidence cited from the company's own filings: revenue that is really conditional moves out, spending that is really committed moves over. It changed 291 of 803 company-quarters. Reconciliation changed the as-filed numbers in 291 of 803 quarters. Extraction disagreements were the leading flag type, with 84 cases.

Industry expenses: as filed vs after cited reconciliation, by year

$787Bfiled2020$743Breality2020$1.09Tfiled2021$1.05Treality2021$1.20Tfiled2022$1.16Treality2022$1.28Tfiled2023$1.24Treality2023$1.46Tfiled2024$1.32Treality2024$1.68Tfiled2025$1.46Treality2025

349 flags across 34 companies

A flag is a pattern worth a second look, not an accusation: a claim that appears once and vanishes, a metric that quietly changes definition, financing that circles back as revenue. Every flag cites the exact filing text.

extraction disagreement
84
subsequent event
52
off balance sheet
41
redefinition
40
related party exposure
36
value revision
30
one time dressing
28
circular financing
21
tagging quality
6
vanishing item
5
filing cadence
3
conditional ratio
2
receivables ratio
1

AI · circular financing

The filings report a related-party customer relationship with material commitments and revenue, while also reporting a $24.5 million CEO note receivable financing transaction.

AMAT · off balance sheet

The filings repeatedly report substantial purchase obligations and parent guarantees outside the principal debt balances.

AMD · circular financing

The filings report AMD financing an ATMP joint venture that also supplies AMD and receives resale revenue from AMD.

AMZN · circular financing

The filings report Amazon financing sellers through its seller lending program while also reporting seller receivables and seller activity as part of the commercial platform.

ANET · circular financing

The filings report company financing of privately held companies that may also be counterparties to future customer or product-shipment agreements.

ARM · circular financing

The company reports financing and revenue relationships involving related parties that also provide revenue or contract balances.

AVGO · off balance sheet

The Q2 FY2026 filing reports a backstop for a customer's lease obligations with maximum exposure of $29 billion.

CRM · circular financing

The FY2026 filing reports Informatica revenue after the company financed part of the Informatica acquisition through associated credit facilities.

How this was made

Code owns every number: exact figures come from SEC's machine-readable XBRL data, and all sums, growth rates, and date math are computed, never estimated by a model. AI reads the narrative text — commitments buried in notes, related-party deals, guarantees — and every claim it catalogs cites its source filing.

Limits worth knowing: industry stats cover the 31 US-dollar filers only; ASML (euros), TSMC (Taiwan dollars) and Nebius's earlier ruble filings stay out of the averages. Money moved through third parties without disclosure is invisible to filings, so the ratio flags are the proxy. Dollar charts sum the industry; ratio charts use the median company so no giant can hide the typical story.

The same questions, one company at a time

AI software

Chip equipment

Chips

Cloud & platforms

Hardware & networking

Data centers

Aerospace