00
Executive thesis
The grid is no longer a utility underneath the product. It is part of the product.
Demand: Global data-center electricity reached 415 TWh in 2024 and rises to about 945 TWh in the IEA 2030 base case.
Conversion: 408 GW of U.S. queue capacity had draft or executed agreements without commercial operation; recent completed projects took more than four years.
Measurement: Powered land, contracted generation, construction and operating load stay in separate visual states.
Falsification: Forecast revisions, withdrawals, equipment delivery, regulatory outcomes and cancellation are treated as evidence—not footnotes.
01W1–W6
Executive thesis
The chain—not the headline—is the analytical object
AI infrastructure becomes durable only when commercial demand survives power-market rules, equipment production, construction and commissioning. Announced capacity is therefore a question, not an answer.
Evidence
Thirty-Five Years of Power and Compute
The chronology is not a smooth adoption curve. Each plaque marks a different evidence state: actual consumption, planning forecast, commercial commitment, or target.
The baseline was already material
U.S. data centers used 28.2 TWh.
Demand more than doubled
U.S. use reached 61.4 TWh.
Ireland becomes a visible stress point
Metered consumption reached 1,238 GWh.
A new U.S. reference year
176 TWh, or 4.4% of national electricity.
The load becomes a global system question
Global demand reached 415 TWh; Ireland reached 22%.
Planning systems absorb large-load risk
North American summer peak growth reaches 224 GW over ten years.
Capital and equipment slots move together
Company guidance rises while transformer and turbine clocks lengthen.
A contracted nuclear restart targets service
Crane’s updated return-to-service year is 2027.
The energy range widens
Global data-center electricity reaches 945 TWh in the IEA base case.
Singapore procures against peak risk
Peak demand is forecast at 9.6–11.4 GW.
Ireland’s contracted demand keeps climbing
The system view reaches 14.6 TWh.
Asia’s national systems carry the next test
Japan and Taiwan incorporate data-center-led growth into official outlooks.
02W1–W5
Demand
Electricity becomes part of the product
Annual energy use has grown from a specialist facilities issue into a grid-planning variable. Yet the most consequential constraint is local: data centers concentrate where transmission, substations and generation must arrive together.
Evidence
Demand Is Not One Number
Annual electricity, peak power and facility capacity answer different questions. The design prevents a continuous line from implying comparability.
North America · ten-year change
224 summer245 winter
367.8 GWERCOT preliminary 2032 planning snapshot—not built load.
03W2–W5
Regional systems
Global capital meets local grids
The same compute demand produces different system problems in PJM, ERCOT, Ireland, Japan, Taiwan and Singapore because planning rules, load concentration and supply clocks differ.
Evidence
Regional Power-Market Ledger
04W4–W5
Capacity states
Public megawatts need a state and a date
Powered land, future development capacity, fully leased IT capacity, delivered megawatts and contracted generation are not successive points on a comparable market funnel.
Evidence
The Megawatt Conversion Chain
Commercial signals become useful infrastructure only after passing distinct legal, grid, equipment and commissioning gates.
commercial commitmentgrid permissionhardware deliveryconstructionoperating proof
Selected Capacity States — No Single Pipeline
05W5
Current cycle
Forecasts measure exposure—not realized load
System operators are responding to large-load applications with larger forecasts and new validation procedures. Preliminary planning snapshots must remain visible as forecasts, with realization risk attached.
Evidence
The Interconnection Clock
06W2–W5
Geography
Concentration changes the question
A small global percentage can become a binding regional constraint. Geography matters because data-center hubs, grid regions, manufacturing capacity and regulation do not share the same boundaries.
Evidence
The Geography of Demand, Grid, and Equipment
A rotating orthographic Earth reveals regional concentration without exposing facility-level operational detail. Select a chapter or drag the globe.
CHAPTER VIEWGlobal system
Demand clusters are local; capital and equipment supply are global.
Demand hubGrid regionEquipmentPolicy
07W5
Supply clocks
Generation and grid additions arrive on different clocks
Approved transmission, generation procurement, restart targets and equipment capacity do not become useful supply at the same time. The report preserves approval, target, delivery and operation as separate states.
Evidence
Generation and Grid Additions Arrive on Different Clocks
08W5
Contracts
A PPA is a commercial bridge, not proof of delivery
Power contracts can finance or support assets, but physical service remains contingent on interconnection, tariff, construction and commissioning milestones.
Evidence
Nuclear Contracting Is Not Nuclear Delivery
The event sequence separates the commercial instrument, the regulatory gate, the physical asset and the service target.
09W5
Binding constraints
The bottleneck migrates through the stack
When one gate expands, the constraint moves. Grid studies, transmission, transformers, turbines and project conversion must therefore be read as a coupled system.
Evidence
The Binding-Constraint Matrix
Every cell is individually authored from a supporting claim. Blank cells are kept unresolved instead of mechanically filled.
GateObserved pressurePhysical clockClearing signalLock-in
Grid connection408 GW with agreements, not commercialMedian completion >4 yearsTariff and study reformInterconnection rules
TransmissionPJM sees 30 GW data-center growth38 CAISO projects approved$6.7B planning portfolioRegional planning cycle
Transformers12–24+ month distribution lead times36–48 months at the large end$457M factory announcementCustom production capacity
Gas turbines116 GW backlog + reservations20→30 GW annual output targetDelivery and commissioning unresolvedManufacturing slots
Project conversion20% modeled delay exposureState data remain incompleteWithdrawal / resizing must stay visibleLand, leases and permits
10W5
Equipment
Backlog is not output; output is not commissioning
Supplier disclosures describe lead times, factory investment, orders, backlog, reservations and production targets. None can be translated directly into energized data-center capacity.
Evidence
Transformer Constraint — Evidence, Not a Trend Line
The Turbine Order Grammar
11W5
Capital
Capital commitments stay company-specific
Calendar-year guidance, fiscal-year results, finance leases, operating cash flow and remaining performance obligations remain separate. A sector total would hide those accounting boundaries.
Evidence
Capital Commitments, Company by Company
12W4–W5
Institutions
The actors have different clocks and outcomes
Developers, equipment suppliers, generators and regulators cannot share one survival-rate statistic. Dated lifelines expose what each institution has actually completed.
Evidence
Institutional Lifelines and Outcome States
The actors do not share one survival statistic. Their dated states show where commitments become assets—or stall.
Delivered >90 MW
>100 MW development target
1.2 GW under construction
288 MW stabilization target
$457M factory announced
Output not yet measured
116 GW backlog + reservations
30 GW/yr output target
20-year PPA announced
Updated service target
Co-location amendment rejected
Tariff reform proceedings
13W6
Scenario horizon
A scenario is a dependency structure
The central forecast is not a single demand number. It is a conditional path through contract durability, grid approval, equipment supply, construction and energized operation.
Evidence
Energized Infrastructure or Stranded Announcements
The tree starts with demand and branches only after contract, grid, equipment and commissioning gates. Triggers monitor each failure path.
Demand945 TWh global base case · 2030
Supply expansion catches demand without erasing regional constraints.
Contracts persist; energization trails announcements by years.
Forecast revisions, withdrawals and cancellation become the clearing mechanism.
14W6
Falsification
Eight instruments can break the thesis
A durable build-out should produce improving conversion, stable or rising load forecasts, equipment delivery, capital persistence and acceptable regulatory outcomes. Contrary readings must remain visible.
Evidence
Eight Falsification Triggers
15Appendix
Institutional dossiers
Inspect the evidence at the actor level
Every dossier is a paraphrase of registered evidence, clearly separated by institution and commercial state. No exact quotation is used.
Evidence
Institutional Dossiers
16Registry
Evidence and uncertainty
Claim-level source atlas
Every factual display resolves to one or more claim IDs. Open any ID to inspect its source class, period, geography, caveat and original URL.
67 registered claims
67 records
| ID | Claim | Geography | Period | Source class | Confidence |
|---|---|---|---|---|---|
| U.S. data centers used about 28.2 TWh in 2000. | United States | 2000 | official filing or statistical release | high | |
| U.S. data centers used about 60–61.4 TWh in 2006, roughly 1.5% of U.S. electricity consumption. | United States | 2006 | official filing or statistical release | high | |
| Amazon EC2 launched in beta on 24 August 2006 as resizable cloud compute capacity. | Global | 2006-08-24 | official announcement | high | |
| Google began publishing data-center efficiency data in 2008. | Global | 2008 | official announcement | high | |
| Ireland data centers consumed 1,238 GWh of metered electricity in 2015. | Ireland | 2015 | official filing or statistical release | high | |
| Ireland data centers consumed 6,969 GWh of metered electricity in 2024. | Ireland | 2024 | official filing or statistical release | high | |
| Ireland data centers represented 22% of metered electricity consumption in 2024, up from 5% in 2015. | Ireland | 2024 | official filing or statistical release | high | |
| Based on currently contracted demand, EirGrid projected data-center electricity demand rising from 9.4 TWh in 2025 to 14.6 TWh in 2034. | Ireland | 2034 | official filing or statistical release | high | |
| U.S. data centers consumed an estimated 176 TWh in 2023. | United States | 2023 | institutional or peer reviewed | high | |
| U.S. data centers accounted for an estimated 4.4% of U.S. electricity consumption in 2023. | United States | 2023 | institutional or peer reviewed | high | |
| LBNL's 2026 reference case estimates U.S. data-center electricity use at 649 TWh in 2030. | United States | 2030 | institutional or peer reviewed | high | |
| LBNL's compounded uncertainty cases span 521–843 TWh of U.S. data-center electricity consumption in 2030. | United States | 2030 | institutional or peer reviewed | high | |
| LBNL estimates U.S. data centers could account for 9.5%–15.3% of U.S. electricity use in 2030. | United States | 2030 | institutional or peer reviewed | high | |
| Global data centers consumed about 415 TWh in 2024. | Global | 2024 | institutional or peer reviewed | high | |
| IEA's base case projects global data-center electricity consumption at about 945 TWh in 2030. | Global | 2030 | institutional or peer reviewed | high | |
| IEA estimates that around 20% of planned data-center projects could be at risk of delay unless grid-integration risks are addressed. | Global | To 2030 | institutional or peer reviewed | high | |
| In 2024, the United States accounted for 45% of global data-center electricity consumption, China 25%, and Europe 15%. | Global | 2024 | institutional or peer reviewed | high | |
| IEA's physical electricity-supply analysis differs from operators' contractual procurement mix. | Global | 2024–2035 | institutional or peer reviewed | high | |
| NERC forecasts North American summer peak demand rising by more than 224 GW over ten years. | North America | 2025–2035 | official filing or statistical release | high | |
| NERC forecasts North American winter peak demand rising by more than 245 GW over ten years. | North America | 2025–2035 | official filing or statistical release | high | |
| PJM's 2026 forecast projects a 2030 summer peak of 183,008 MW. | PJM | 2030 | official filing or statistical release | high | |
| PJM's 2026 forecast projects a 2035 summer peak of 216,872 MW. | PJM | 2035 | official filing or statistical release | high | |
| PJM's 2025 planning work projected up to about 30 GW of data-center load growth between 2025 and 2030. | PJM | 2025–2030 | official filing or statistical release | high | |
| ERCOT's preliminary April 2026 long-term forecast projected approximately 367,790 MW of regional demand by 2032. | ERCOT | 2032 | official filing or statistical release | low | |
| Transmission service provider RFI submissions listed 228,420 MW of non-crypto data-center requests in ERCOT for 2032. | ERCOT | 2032 | official filing or statistical release | low | |
| ERCOT described its April 2026 long-term forecast as a preliminary planning snapshot, not a prediction of what will be built. | ERCOT | 2026-04-15 | official filing or statistical release | high | |
| MISO identified expected data-center growth of 8–14 GW in 2026–2027 as a key realization indicator. | MISO | 2026–2027 | official filing or statistical release | high | |
| MISO classifies large-load projects by confidence, with high-confidence projects requiring interconnection agreements, regulatory awareness and construction underway. | MISO | 2026 | official filing or statistical release | high | |
| CAISO approved 38 projects in its 2025–2026 transmission plan. | California ISO | 2025–2026 planning cycle | official filing or statistical release | high | |
| CAISO estimated the 38 approved transmission-plan projects at $6.7 billion at full buildout over the next decade. | California ISO | Next decade from 2026 | official filing or statistical release | high | |
| At the end of 2024, about 1,400 GW of proposed generation was actively seeking U.S. transmission interconnection. | United States | End-2024 | institutional or peer reviewed | high | |
| At the end of 2024, about 890 GW of storage was actively seeking U.S. transmission interconnection. | United States | End-2024 | institutional or peer reviewed | high | |
| At the end of 2024, 408 GW had a draft or executed interconnection agreement but had not reached commercial operation. | United States | End-2024 | institutional or peer reviewed | high | |
| Only 13% of capacity entering U.S. queues in 2000–2019 had reached commercial operation by end-2024. | United States | Queue entries 2000–2019 observed through end-2024 | institutional or peer reviewed | high | |
| 77% of capacity entering U.S. queues in 2000–2019 had withdrawn by end-2024. | United States | Queue entries 2000–2019 observed through end-2024 | institutional or peer reviewed | high | |
| 10% of capacity entering U.S. queues in 2000–2019 remained active at end-2024. | United States | Queue entries 2000–2019 observed through end-2024 | institutional or peer reviewed | high | |
| Median time from interconnection request to commercial operation exceeded four years for projects built in 2018–2024, up from under two years for 2000–2007 projects. | U.S. regions with available data | 2018–2024 projects | institutional or peer reviewed | high | |
| Amazon expects about $200 billion of company-wide capital expenditures in 2026. | Global | Calendar 2026 | management statement | high | |
| Microsoft expects roughly $190 billion of capital expenditures in calendar 2026. | Global | Calendar 2026 | management statement | high | |
| Alphabet expects $175–185 billion of capital expenditures in 2026. | Global | Calendar 2026 | management statement | high | |
| Alphabet said about 60% of 2025 capex was for servers and 40% for data centers and networking equipment, with a fairly similar mix expected in 2026. | Global | 2025 actual mix; 2026 expected similar | management statement | high | |
| Meta raised 2026 capex guidance to $125–145 billion, including principal payments on finance leases. | Global | Calendar 2026 | official filing or statistical release | high | |
| Oracle reported FY2026 operating cash flow of $32.0 billion and free cash flow of negative $23.7 billion. | Global | Fiscal 2026 | official filing or statistical release | high | |
| Oracle reported $638 billion of remaining performance obligations at FY2026 year-end. | Global | FY2026 year-end | official filing or statistical release | high | |
| Equinix delivered more than 90 MW of xScale capacity in 2025. | Global | 2025 | official filing or statistical release | high | |
| Equinix added approximately 1 GW of powered land under control in 2025. | Global | 2025 | official filing or statistical release | high | |
| Equinix's active developments were expected to deliver more than 100 MW of xScale capacity through 2028. | Global | Through 2028 | official filing or statistical release | high | |
| Digital Realty reported more than 6 GW of future development capacity and about 1.2 GW under construction at 31 March 2026. | Global | 2026-03-31 | official filing or statistical release | high | |
| Digital Realty agreed to acquire interests in three fully leased Northern Virginia data centers totaling 288 MW of IT capacity; stabilization was expected in 2027–2028. | Northern Virginia | 2026 announcement; 2027–2028 stabilization | official announcement | high | |
| DOE reported distribution-transformer order lead times of one to two years or longer in 2024, up from three to six months in 2019. | United States | 2024 | official filing or statistical release | high | |
| DOE reported large transformers for substations and generators with lead times growing to as much as three to four years. | United States | 2024 data reported in 2026 | official filing or statistical release | high | |
| Hitachi Energy announced $457 million for a new large power-transformer facility in South Boston, Virginia. | Virginia, United States | Announced 2025 | official announcement | high | |
| GE Vernova reported 116 GW of gas-power equipment backlog and slot reservation agreements in Q2 2026. | Global | Q2 2026 | official filing or statistical release | high | |
| GE Vernova targeted annual gas-turbine output of 20 GW in Q3 2026, 24 GW in 2028 and 30 GW in 2030. | Global | 2026 / 2028 / 2030 | official filing or statistical release | high | |
| GE Vernova reported more than $5 billion of data-center orders in Electrification year-to-date through Q2 2026. | Global | YTD Q2 2026 | official filing or statistical release | high | |
| Siemens Energy reported a €154 billion order backlog in Q2 FY2026. | Global | Q2 FY2026 | official filing or statistical release | high | |
| Constellation signed a 20-year PPA with Microsoft supporting an approximately 835 MW Crane Clean Energy Center restart. | PJM / Pennsylvania | Announced 2024 | official announcement | high | |
| The original Crane announcement estimated an in-service date in 2028. | Pennsylvania | Original 2024 guidance | official announcement | high | |
| Constellation updated Crane's expected return-to-service year to 2027. | Pennsylvania | Updated 2025 guidance | official filing or statistical release | high | |
| Talen's PPA with Amazon reaches a full contract quantity of 1,920 MW no later than 2032, ramping over time. | PJM / Pennsylvania | Ramp through 2032 | official announcement | high | |
| FERC rejected amendments that would have increased Susquehanna co-located load from 300 MW to 480 MW. | PJM / Pennsylvania | 2024-11-01 | official filing or statistical release | high | |
| On 18 June 2026, FERC directed six regional grid operators to justify or reform tariffs for large-load integration. | United States | 2026-06-18 | official filing or statistical release | high | |
| Japan's official outlook rises from 803.4 TWh in FY2025 to 846.1 TWh in FY2035, partly reflecting data-center and chip-factory applications. | Japan | FY2025–FY2035 | official filing or statistical release | high | |
| Singapore forecasts 2031 peak demand of 9.6–11.4 GW. | Singapore | 2031 | official announcement | high | |
| Singapore sought one hydrogen-ready CCGT unit of at least 600 MW for 2031 and up to two more for 2032. | Singapore | 2031–2032 | official announcement | high | |
| Taiwan's Ministry of Economic Affairs projects average annual electricity-demand growth of about 2.5% from 2026 to 2035 after considering AI data centers, semiconductors, temperature and efficiency. | Taiwan | 2026–2035 | official filing or statistical release | high | |
| Taiwan requires new or expanded hyperscale and colocation data centers at or above 5 MW to submit an energy-use plan using best available technology. | Taiwan | Rules announced 2025; review update 2026 | official filing or statistical release | high |