Interconnecting Intelligence The facts on AI, from demand to buildout.

Compute

Where the capacity is built: data center campuses, spending on AI infrastructure, cloud and GPU capacity.

8 facts published from 3 filers, latest Nov 3, 2026

How it works

Compute is where AI capacity is built: data center campuses, the servers and accelerators inside them, and the cloud capacity sold from them. It is measured in money spent and power drawn.

Microsoft, Alphabet, Amazon and Meta together spent $201.9 billion on property and equipment in July to September 2026, up from $118.6 billion in October to December 20251234. Amazon expects about $220 billion of cash capital spending in 20261. US construction spending on data centers reached a seasonally adjusted annual rate of $96.5 billion in September 2026, a preliminary figure, up from $50.7 billion a year earlier5.

Four companies' quarterly capital spending rose from $118.6 billion to $201.9 billion. Microsoft, Alphabet, Amazon and Meta combined, purchases of property and equipment, US$ billions Data in the table below.
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QuarterMicrosoftAlphabetAmazonMetaCombined
Oct to Dec 2025$29,876 mn$27,851 mn$39,522 mn$21,383 mn$118,632 mn
Jan to Mar 2026$30,876 mn$35,674 mn$44,203 mn$18,997 mn$129,750 mn
Apr to Jun 2026$35,802 mn$44,924 mn$54,208 mn$30,116 mn$165,050 mn
Jul to Sep 2026$39,367 mn$51,355 mn$77,259 mn$33,942 mn$201,923 mn

How a data center gets built

  1. Decision. A company sets its capital budget, or leases capacity from a developer instead. Meta narrowed its 2026 capital spending outlook to $135 billion to $145 billion4.

  2. Site. Land is bought or optioned, often through a project-specific company, and screened for power, fiber, water and zoning.

  3. Power. The developer requests service from the utility and signs a supply agreement. Meta's campus in Richland Parish, Louisiana is expanding to 5 GW of IT capacity, with seven new gas-fueled plants in its arrangement with Entergy6.

  4. Approvals. Rezoning, tax incentives, building permits and air permits for backup generators.

  5. Construction. Site work, the building shell, then electrical and cooling systems, often building by building. For tracked US campuses, reaching 1 GW of facility power has taken about 1 to 3.6 years from the start of construction7.

  6. Equipment and energization. Servers, accelerators and networking go in, the utility energizes the site, and capacity comes online in phases. Servers aren't counted in construction spending5.

US data center construction spending reached a $96.5 billion annual rate. Private construction put in place, seasonally adjusted annual rate, US$ billions; September 2026 is preliminary Data in the table below.
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MonthAnnual rate
Sep 2024$37,576 mn
Dec 2024$44,703 mn
Mar 2025$46,593 mn
Jun 2025$46,850 mn
Sep 2025$50,700 mn
Dec 2025$55,461 mn
Mar 2026$58,121 mn
Jun 2026$72,695 mn
Sep 2026, preliminary$96,462 mn

Terms

Capital spending (capex)
Spending on long-lived assets such as land, buildings, servers and network equipment.
Hyperscaler
A company running cloud infrastructure at very large scale, such as Amazon, Microsoft, Alphabet and Meta.
Campus
One site with several data center buildings sharing power, substations and network links.
Colocation
A data center operator leasing space, power and cooling to tenants who bring their own servers.
IT load and facility power
IT load is what the computing equipment draws; facility power adds cooling and other overhead.
PUE
Power usage effectiveness: total facility energy divided by IT equipment energy, where 1.0 would mean no overhead.

Largest figures reported

From published facts in this layer, ranked within each kind of measure. They aren't added together, because two facts can describe the same capacity.

Largest power capacity figures in Compute facts. Ranked, not added: two facts can describe the same capacity Data in the table below.
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FactFigure
Cipher Digital reports 700 MW contracted gross HPC capacity across Barber Lake, Black Pearl and Stingray, with $16.6 Bn contracted revenue700 MW
Cipher Digital is building a 300 MW Barber Lake Facility for Fluidstack, with phased commencement expected in Q4 2026300 MW
Cipher Digital's 300 MW Black Pearl Facility in Wink, Texas began phased delivery to an HPC tenant in August 2026300 MW
Power capacity
FigureFactPublished
700 MW Cipher Digital reports 700 MW contracted gross HPC capacity across Barber Lake, Black Pearl and Stingray, with $16.6 Bn contracted revenue Nov 3, 2026
300 MW Cipher Digital is building a 300 MW Barber Lake Facility for Fluidstack, with phased commencement expected in Q4 2026 Nov 3, 2026
300 MW Cipher Digital's 300 MW Black Pearl Facility in Wink, Texas began phased delivery to an HPC tenant in August 2026 Nov 3, 2026
Dollar amounts
FigureFactPublished
$9.55 bn Eaton acquired Boyd Thermal, a data center thermal systems maker, for $9.55 billion on March 12, 2026 Nov 3, 2026
$9.1 bn Cipher Digital amends Barber Lake lease with a leading AI lab, adding 10 years and raising contracted revenue to $9.1Bn Nov 3, 2026
$6.2 mn Vertical Data completes acquisition of Cirenso Group AB, owner of a Swedish site with 4.7 MW of power capacity Nov 3, 2026
GPUs
FigureFactPublished
16,000 GPUs Vertical Data signs non-binding term sheet for GPU-as-a-Service on about 16,000 NVIDIA Blackwell-generation GPUs for a cloud provider Nov 3, 2026
8,000 GPUs Vertical Data signs letter of intent to provide about 8,000 NVIDIA Blackwell-generation GPUs to an AI developer in Europe Nov 3, 2026

How it connects

Driven by Demand
Contracted AI use sets how much capacity gets built.
Depends on Energy
Each campus needs grid service or its own generation before it can open.
Depends on Chips
Accelerator, memory and networking supply set how fast capacity can be installed.
Shapes Energy
New campuses become the large-load requests utilities plan around.

Who's involved

Companies named most often in this layer's facts.

Where it's happening

Places named most often in this layer's facts.

  • Barber Lake1
  • Europe1
  • Hamre Industrial Park, SollefteĆ„ Municipality, Sweden1
  • Wink, Texas1

Early signals to watch

Public records that show changes in this layer before they're announced.

RecordWhat it showsHow early
Large-load requests to utilities and grid operatorsRequested power by locationOften years before announcement; many requests are never built
State air permits for backup generatorsSite, owner and generator capacityMonths to a year or more before operation
County zoning, permits and tax incentivesParcel, building size and investmentMonths to years before opening
Land purchases by new companiesLarge parcels near substationsOften the earliest public trace
Earnings guidance and lease commitmentsPlanned capital spendingQuarters to years ahead
Census construction spendingConstruction already under wayMonthly, about two months after the month5

Latest facts

Compute Deal

The site in Hamre Industrial Park, SollefteƄ Municipality has a pending application for a grid connection of up to 100 MW. The purchase price was SEK 60.0 million (approximately US$6.2 million), and the Company intends to develop the site as an AI data center.

Cirenso Group ABVertical Data Inc.Vertical Data Nordic AB Source: Vertical Data Inc. 8-K, filed Nov 2, 2026

Compute Deal

The five-year take-or-pay term sheet would serve a sovereign government end customer, with aggregate contract value of approximately US$2.8 billion if fully performed. It is non-binding apart from exclusivity, dispute resolution and governing law, and is subject to definitive agreements, financing, letters of credit and export-control clearances.

NVIDIAVertical Data Inc. Source: Vertical Data Inc. 8-K, filed Nov 2, 2026

Sources

  1. Amazon: third-quarter 2026 results, Oct 29, 2026 (earlier quarters from its prior releases)
  2. Alphabet: third-quarter 2026 results, Oct 28, 2026 (earlier quarters from its prior releases)
  3. Microsoft: fiscal 2027 first-quarter results (Jul to Sep 2026), Oct 28, 2026 (earlier quarters from its prior releases)
  4. Meta: third-quarter 2026 results, Oct 21, 2026 (earlier quarters from its prior releases)
  5. US Census Bureau: Value of Private Construction Put in Place, seasonally adjusted, Nov 2, 2026
  6. Louisiana Economic Development: Meta's North Louisiana project, Jul 13, 2026
  7. Epoch AI: how fast AI data centers are being built, Nov 10, 2025

Reference figures checked Nov 3, 2026.