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Aslan Research · Paper 01

The AI build-out, read from the filings

We read 7,005 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 2026-09-03 · 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 7,005 filings since 2020
Revenue, last 12 mo $2.80T 29 US-dollar companies
Debt they report $712B balance-sheet borrowings
Money promised $1.48T debt + leases + purchases
Unrealized revenue $260B + $2.43T signed backlog
Due in next 5 years $1.53T the obligation wall

They report $712B of debt. They have promised $1.48T.

"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 108% larger than the debt line alone. Committed obligations were 2.1x reported debt, showing that the broader promise pile is more than twice the debt line. Reported debt was $712.4 billion, while total committed obligations reached $1.48 trillion.

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

reported debt all promised money
META$391BAMZN$244BAVGO$193BGOOGL$118BIBM$68BMSFT$62BORCL$51BINTC$51BCRM$46BNVDA$39BAMD$35BDELL$32BEQIX$29BHPE$20B

Industry total over time

promisedreported debtQ1 '21Q2 '22Q4 '23Q1 '25Q2 '26$778B$1.56T

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 $2.43T against $2.80T of trailing-year revenue. Backlog alone stood at 0.9x one year of revenue. Deferred revenue added $260.0 billion, putting the revenue already earned or promised in the filings against trailing-year revenue of $2.80 trillion.

revenue (12 mo)signed backlogdeferredQ1 '21Q2 '22Q4 '23Q1 '25Q2 '26$1.47T$2.94T

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

median companyQ1 '21Q2 '22Q4 '23Q1 '25Q2 '266%13%

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 $1.86 trillion in trailing-year revenue, far ahead of chips at $613.5 billion and hardware & networking at $233.9 billion. In 2025, cost of revenue was $974.4 billion, the largest listed expense.

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
$1.86T
Chips
$614B
Hardware & networking
$234B
AI software
$70B
Chip equipment
$66B
Data centers
$24B

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.

$1.53T 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 $1.53 trillion of obligations against $266.6 billion of future revenue promised for that period. Filings show the due amount was 5.8x the promised revenue.

$1.53Tnext 5 years$23Byears 5–10$12Bbeyond 10$225Bafter yr 5, undated

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

$267Bnext 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 $155B 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. Total committed obligations grew 23% per year, faster than revenue at 14% per year. Reported debt and deferred revenue each grew 14% per year.

promised moneyrevenuereported debtdeferredQ1 '21Q2 '22Q4 '23Q1 '25Q2 '26198308
Revenue growth /yr 14% 2021-Q1 → 2026-Q2
Expense growth /yr 16% median company
Promised money /yr 23% debt + leases + purchases
Reported debt /yr 14% balance-sheet only
Deferred revenue /yr 14% cash for undelivered work
Quarters re-stated 27% 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 217 of 806 company-quarters. Reconciliation changed the as-filed numbers in 217 of 806 quarters. Extraction disagreements led the listed flag types with 177 cases.

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

$787Bfiled2020$751Breality2020$1.09Tfiled2021$1.03Treality2021$1.20Tfiled2022$1.12Treality2022$1.35Tfiled2023$1.26Treality2023$1.46Tfiled2024$1.37Treality2024$1.68Tfiled2025$1.63Treality2025

554 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
177
regulator challenge
133
subsequent event
44
off balance sheet
36
related party exposure
34
value revision
31
redefinition
30
one time dressing
27
circular financing
21
tagging quality
7
vanishing item
6
filing cadence
6
conditional ratio
1
receivables ratio
1

AI · circular financing

The filings report Baker Hughes as both a significant revenue source and an equity investor in the company.

AMAT · circular financing

The company reports financing activity involving customer-originated receivables while also reporting customer revenue concentrations.

AMD · circular financing

The filings report AMD financing an equity-method investee that is also a supplier and resale counterparty.

AMZN · circular financing

The March 2026 filing reports financing and equity investments in OpenAI and Anthropic while also reporting those counterparties as sources of future AWS commercial commitments.

ANET · off balance sheet

The filings repeatedly report enforceable, legally binding purchase commitments that are not recorded on the balance sheet, with the amount rising to $8.9 billion by March 31, 2026.

ARM · circular financing

The filings report company financing or prepayments involving parties that also appear as customers or revenue sources.

AVGO · off balance sheet

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

CRM · off balance sheet

The filings repeatedly report substantial lease commitments not yet commenced and not reflected on the balance sheet.

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