MIM™ Economic Reports › AI Buildout and GDP › Q3 2026, advance estimate
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Independent research. The data analysis on this page is Todd Hanley’s own and does not represent the views of United Direct Lending. It is not lending advice and is not tied to any loan program, product, or lending decision. Educational content only. Not a commitment to lend, a rate quote, or an offer of credit. Todd Hanley, RICP® | NMLS #1013665 | United Direct Lending NMLS #1749719 | Equal Housing Opportunity.

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AI Buildout and GDP · BEA, Census, SEC filings

Business spending on computers and software added 1.0 points to Q3 2026 GDP growth; imports of computers and chips subtracted 1.5

BEA’s advance estimate: real GDP grew at a 3.4% annual rate. BEA publishes no “AI” line, so this page shows the lines where AI spending is booked, one by one. Computers and peripherals added +0.73pp, software +0.23pp; imports of computers and parts −1.17pp and of semiconductors −0.36pp. Health care services added +0.56pp.

Quarter Q3 2026 Advance estimate, released Oct 29, 2026 Built Oct 29, 2026 13:12 ET Sources BEA, Census, SEC, direct
Listen to this report (5 min)
Real GDP, annual rate
+3.4%
Q3 2026
Computers + software, contribution
+0.96pp
business investment
Computer + chip imports, contribution
−1.53pp
imports subtract from GDP
Health care services, contribution
+0.56pp
part of consumer spending
Computer investment, annual rate
$504B
+$84B vs Q2
Computer imports, annual rate
$751B
+$150B vs Q2
Data center construction, Aug 2026
$85.0B
annual rate (preliminary)
Americans turning 65 each day
11,573
Census, July 2025

Q1 How much did the AI-related lines add to Q3 2026 growth?

BEA’s accounts have no “AI” category. AI spending is booked inside broader lines: servers in computers and peripherals, models and platforms in software, data centers in commercial structures, and grid work in power structures. Most AI hardware is built abroad, so it also shows up as imports, which GDP subtracts. Each line is shown on its own; none of these lines is all AI, and the page does not add them into an “AI share of growth”.

Line (contribution to real GDP growth, pp)Q4 2024Q1 2025Q2 2025Q3 2025Q4 2025Q1 2026Q2 2026Q3 2026
Computers and peripherals−0.11pp+0.47pp+0.52pp+0.40pp+0.55pp+0.63pp−0.09pp+0.73pp
Software+0.13pp+0.45pp+0.61pp+0.08pp+0.05pp+0.60pp+0.33pp+0.23pp
Other information-processing equipment+0.05pp+0.40pp−0.15pp−0.10pp+0.12pp+0.17pp+0.28pp+0.14pp
Commercial and health care structures (BEA books data centers here)+0.04pp+0.14pp+0.01pp−0.06pp−0.08pp−0.07pp+0.10pp+0.14pp
Power and communication structures+0.02pp+0.00pp−0.01pp−0.01pp+0.02pp−0.01pp+0.01pp+0.03pp
Imports: computers, peripherals and parts+0.24pp−1.06pp−0.33pp−0.27pp−1.12pp−1.21pp+0.46pp−1.17pp
Imports: semiconductors+0.06pp+0.04pp+0.12pp+0.08pp−0.23pp−0.28pp−0.32pp−0.36pp
Imports: telecommunications equipment+0.00pp−0.19pp−0.14pp−0.06pp−0.17pp−0.23pp−0.31pp−0.28pp
Real GDP growth, annual rate+2.4%+0.1%+4.0%+3.9%+0.2%+2.5%+2.2%+3.4%

BEA publishes contributions only for GDP’s main components. These are computed with BEA’s own chain-type contribution formula from BEA’s price and quantity indexes (tables 5.3.3–5.3.5 and 4.2.3B–4.2.5B); the same calculation reproduces every contribution BEA does publish for the last 12 quarters within 0.04 points. Imported computers can also be resold, held in inventory or used by consumers, so an import line is not a measure of AI investment.

Computers and peripherals
+0.73pp
Software
+0.23pp
Other information-processing equipment
+0.14pp
Commercial and health care structures
+0.14pp
Power and communication structures
+0.03pp
Imports: computers, peripherals and parts
−1.17pp
Imports: semiconductors
−0.36pp
Imports: telecommunications equipment
−0.28pp
−1.17pp0+1.17pp

Q2 Where did the hardware dollars go?

In current dollars at annual rates, business investment in computers and peripherals rose $84B in Q3 2026, to $504B. Imports of computers, peripherals and parts rose $150B, to $751B. In the same quarter inventories added +1.61pp to growth; BEA’s first estimate does not show which goods were stocked.

Current dollars, annual rateQ4 2025Q1 2026Q2 2026Q3 2026
Computers and peripherals$340B$400B$420B$504B
Software$775B$791B$809B$831B
Other information-processing equipment$381B$396B$416B$430B
Imports: computers, peripherals and parts$449B$570B$601B$751B
Imports: semiconductors$85B$110B$139B$175B
Imports: telecommunications equipment$130B$149B$172B$194B

Q3 How fast is data center construction growing?

Census’s monthly construction spending has carried a data center line since January 2014. Private spending on data centers ran at a $85.0B annual rate in August 2026 (preliminary), +73.2% from a year earlier. Census files data centers under office construction, where they are now 63% of the total.

Private construction, annual rate, Aug 2026Levelvs a year earlier
Data centers$85.0B+73.2%
Office, including data centers$134.1B+29.8%
Electric power$141.2B+10.8%
Computer, electronic and electrical plants$52.3B−45.2%
Health care buildings$57.0B−5.4%
Total private construction$1,655.3B−3.1%
$0B$20B$40B$60B$80B$100B$120B$140B$160B2014201620182020202220242026
Data centers Electric power Computer and electronic plants

Q4 What are the biggest spenders paying?

Cash spent on property and equipment, as each company reported it to the SEC in its latest 10-Q or 10-K. These are worldwide figures for each company’s own fiscal quarter, they include land, buildings and non-AI equipment, and they leave out assets taken on through finance leases. They are not U.S. GDP: the BEA lines above count only spending in the U.S., and the chips and servers inside these figures are largely imported.

CompanyQuarter endedCapital spendingSame quarter a year earlierChangeLast 4 quarters
MicrosoftSep 30, 2026$39.4B$19.4B+103.0%$135.9B
AlphabetSep 30, 2026$51.4B$24.0B+114.4%$159.8B
AmazonJun 30, 2026$54.2B$32.2B+68.4%$173.0B
MetaSep 30, 2026$33.9B$18.8B+80.3%$104.4B
OracleAug 31, 2026$28.5B$8.5B+235.2%$75.7B
CoreWeaveJun 30, 2026$6.4B$2.5B+161.8%$20.6B
NvidiaJul 26, 2026$2.7B$1.9B+41.3%$7.4B

Quarters are each company’s own fiscal quarters (Oracle’s ends in February, May, August and November; Nvidia’s in late January, April, July and October). Where a 10-Q reports only year-to-date cash flows, the quarter is the difference between two year-to-date figures; where both exist they were checked against each other. Not yet filed for the quarter BEA covers: Amazon, Oracle, CoreWeave, Nvidia.

Q5 How much of consumer spending was health care?

Health care services added +0.56pp to Q3 2026 GDP growth, out of +2.52pp from all consumer spending. They are 17.3% of consumer spending and 11.7% of GDP. BEA counts health care in consumer spending no matter who pays the bill: care paid by Medicare, Medicaid or an employer’s insurance is booked as household spending. In Q3 2026, Medicare benefits ran at $1,341B and Medicaid at $1,098B a year, together equal to 63% of the health care services line (it was 56% in Q4 2019). That ratio is not exactly the government-paid share: Medicare’s drug benefit pays for medicines, which BEA counts as goods, not services. From a year earlier, Medicare benefits are up 10.7%, Medicaid 3.3% and health care spending 6.7%, all in current dollars.

Health care servicesQ4 2024Q1 2025Q2 2025Q3 2025Q4 2025Q1 2026Q2 2026Q3 2026
Contribution to real GDP growth+0.42pp+0.41pp+0.52pp+0.82pp+0.32pp−0.01pp+0.80pp+0.56pp
Contribution to real consumer spending growth (BEA 2.3.2)+0.63pp+0.60pp+0.75pp+1.20pp+0.47pp−0.01pp+1.18pp+0.83pp
Consumer spending contribution to GDP growth (BEA 1.1.2)+2.84pp+0.44pp+1.43pp+2.45pp+1.28pp+0.49pp+2.51pp+2.52pp

Census estimates 4,224,112 Americans were 64 and 4,249,243 were 61 on July 1, 2025. Over the following year that is about 11,573 people a day reaching 65, the Medicare age, and about 11,642 a day reaching 62, the earliest Social Security age (before deaths during the year). 64.6 million people, 18.9% of the population, were 65 or older.

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