AI data centre beside a power substation and transmission lines representing the cost of powering artificial intelligence

Who Pays to Power the AI Race?

Gary Whittaker
Who Controls the Intelligence? Part 2: The Electricity Question

How data-centre electricity demand can reshape power grids, utility bills, energy policy and the balance between public risk and private computing power.

By Jack Righteous · Mont-Real · Fact-checked July 19, 2026

Before the Servers Arrive, Someone Must Ask for Power

Before the first AI server is installed, a developer has to ask the electricity system for power. That request may be far larger than anything the local utility has handled from a single new customer.

The utility must determine whether the power is available, whether the local grid can deliver it and what new infrastructure will be needed. That may include a dedicated substation, larger transformers, transmission upgrades, new generation, storage or agreements requiring the facility to reduce demand during emergencies.

The public debate often stops at one question: how much electricity will the data centre use? That number matters, but it is only the electricity consumed after the facility begins operating.

The larger citizen question is what must be built to supply that electricity, who finances it and who carries the risk if the project does not unfold as promised.

New Electricity Demand Is Not Automatically Bad

Global electricity demand is rising for many reasons. Industry is expanding in parts of the world. Electric vehicles, heat pumps and air conditioning are increasing consumption. Advanced manufacturing, semiconductor plants and data centres are adding large new loads.

The International Energy Agency expects global electricity demand to grow by an average of 3.6% per year from 2026 through 2030. It describes data centres as one important contributor, but not the only one. Industry, cooling, transportation and the wider electrification of economies remain major drivers.

Data centres can also create legitimate public benefits. They can support medical research, scientific modelling, cybersecurity, domestic cloud capacity, accessibility tools, education, business development, media and national security. A country that cannot access advanced computing may become dependent on foreign infrastructure for increasingly important services.

That case deserves to be presented honestly. So does the cost question.

Read the International Energy Agency’s Electricity 2026 overview.

The Grid Between the Power Plant and the Server

Most people experience electricity as a wall outlet and a monthly bill. A large data-centre connection involves a much larger system.

1

Generation creates electricity

2

Transmission moves it long distances

3

Substations change and direct voltage

4

The facility powers servers and cooling

Generation

Electricity may come from hydroelectric facilities, nuclear plants, natural gas, coal, wind, solar, geothermal systems, storage or imports from another region. The mix differs greatly by country and province or state.

Transmission

High-voltage lines move large amounts of electricity across long distances. A local area may have enough generation on paper but still lack the transmission capacity needed to deliver it to a new data-centre campus.

Substations and transformers

These systems change voltage and route electricity through the network. The global buildout is placing pressure on equipment supply chains, including large transformers that can take a long time to manufacture and install.

Energy and capacity are not the same

Energy describes how much electricity is used over time. Capacity describes how much electricity the system must be able to produce and deliver at a particular moment.

A major connection can therefore create costs even before the customer consumes its first kilowatt-hour. The grid may have to reserve space, order equipment and build for a future peak that has not yet arrived.

The Global Percentage Can Hide the Local Impact

Data centres consumed an estimated 485 terawatt-hours of electricity in 2025. The International Energy Agency projects that the total could rise to about 950 terawatt-hours by 2030, or roughly 3% of global electricity demand.

That percentage is significant, but it does not mean data centres are consuming most of the world’s electricity. It also does not describe what may happen in one region.

Data centres tend to cluster where they can access fibre networks, available land, skilled workers, favourable tax treatment and large power supplies. One national or regional grid can therefore experience a far greater concentration than the global average.

Three percent of global electricity demand does not mean three percent of every local grid.

The IEA reported that total data-centre electricity consumption grew 17% during 2025, while AI-focused data-centre consumption grew about 50%. At the same time, energy use per individual AI task has fallen quickly as hardware and software improve.

Both facts can be true. Individual tasks can become more efficient while total demand grows because more people are using AI and more energy-intensive applications—such as video generation, extended reasoning and agentic systems—are expanding.

Review the IEA’s April 2026 energy and AI findings.

The Four Bills Hidden Inside One Data-Centre Connection

Cost 1

The direct connection

The line to the facility, dedicated substations, transformers, switching equipment and engineering required to connect the site.

Cost 2

Upstream grid expansion

Transmission lines, regional substations, grid-control systems and reinforcements located far beyond the property.

Cost 3

New generation and storage

Power plants, renewable projects, batteries, fuel supply or long-term purchases needed to ensure enough electricity is available.

Cost 4

The risk of being wrong

Infrastructure left underused if a project is delayed, cancelled, downsized, sold or consumes less power than forecast.

The developer may be required to pay the direct connection costs. That does not automatically answer who pays for broader transmission or generation needed to serve the load.

Some infrastructure will eventually serve several customers. Regulators may decide that a portion belongs in the general rate base. That can be reasonable when the wider public truly benefits. It can also become a form of cost shifting when a private project creates most of the need but households and small businesses carry part of the expense.

Cost shifting means expenses created mainly for one class of customer are recovered partly from another class. The risk becomes more serious when a utility builds ahead of expected demand and the expected customer never fully arrives.

That is why regulators are considering separate rate classes, deposits, minimum payments, long contract obligations, exit fees and cost-recovery agreements. The goal is not to punish large customers. It is to ensure that the customer requesting extraordinary capacity pays for the risk created by that request.

Ireland: When Data Centres Become a National Grid Issue

Ireland shows why local concentration matters. Data centres increased from approximately 5% of national electricity demand in 2015 to 22% in 2024. Ireland’s Commission for Regulation of Utilities projects that currently contracted demand could push the share to 31% by 2034.

The regulator’s response was not a simple ban. New connecting data centres must provide matching generation or storage capacity onsite or nearby. The policy is intended to reduce security-of-supply risks while allowing additional development under stricter conditions.

The case establishes that regulators can require a large customer to bring more than a promise to buy electricity. It does not prove that Ireland has resolved every cost, emissions or reliability concern, and Ireland’s unusually concentrated technology sector should not be treated as representative of every country.

Read Ireland’s data-centre connection decision.

The United States: Regulators Confront Cost Shifting

In June 2026, the United States Federal Energy Regulatory Commission ordered six regional grid operators to justify or reform the rules governing data centres and other large loads.

The action focused on faster and more transparent connection studies, adequate generation, co-location with power plants, flexible service and protection against unfair cost shifting. A central proposal involves cost-recovery agreements designed to ensure that residential customers are not left paying for infrastructure built for a data centre that never comes online.

Virginia has gone further at the state level. Its State Corporation Commission placed hyperscale data centres and other qualifying large loads into a separate GS-5 rate class. New large-load customers will face long contract obligations, minimum monthly charges and potential collateral requirements intended to cover the unique costs of serving them.

These protections matter because the data-centre debate is not limited to the price of electricity used. It includes the financial promise behind the request. A facility that asks the grid to build for a large future load should not be able to disappear without consequences after the construction has begun.

Review the June 2026 FERC action and Virginia’s large-load safeguards.

Different Countries Are Making Different Deals

United Kingdom

AI Growth Zones are designed to improve planning and power access for large AI infrastructure. Government policy proposes targeted electricity pricing support where projects can demonstrate measurable grid benefits.

Citizen question: How will the claimed savings be measured, and what happens if they do not appear?

Singapore

The Energy Market Authority launched a 2026 request for new generation capacity for 2031 and 2032, citing growing demand from high-consumption digital and industrial sectors including data centres and semiconductor manufacturing.

Citizen question: How are fuel, construction and long-term generation costs divided among industrial and residential users?

Canada

Canada’s Energy Regulator includes 1.5 gigawatts of additional data-centre load by 2030 and 3.5 gigawatts by 2050 in its current-measures scenario. These are modelling assumptions, not confirmed construction totals.

Citizen question: Which provinces will supply the demand, and what new generation and transmission will be required?

UK AI Growth Zones · Singapore generation request · Canada’s Energy Future 2026

Renewable, Nuclear, Gas—or All of Them?

A data centre needs reliable electricity throughout the day. A company may sign renewable-energy contracts covering its annual consumption, but that does not necessarily mean the facility is physically supplied by renewable generation every hour.

Renewable energy

Wind and solar can add large amounts of low-emission generation and may be built more quickly than some conventional power plants. They also require transmission, balancing and storage or other dependable resources when production does not match demand.

Natural gas

Gas generation can respond to changing demand and can be built near large loads in some regions. It also creates greenhouse-gas emissions, air-pollution concerns and long-term exposure to fuel costs.

Nuclear power

Nuclear plants can provide continuous low-carbon electricity at a large scale. Challenges include high capital costs, long construction timelines, waste management and uncertainty around the cost and delivery of newer reactor designs.

Batteries and storage

Storage can help manage short interruptions, peaks and variable renewable production. It does not create electricity. It moves electricity from one time to another.

Behind-the-meter generation

A facility may build or contract power near its campus. Citizens should still ask whether the data centre depends on the wider grid for backup, reliability, transmission services or emergency supply—and whether it pays for those services.

The most likely global answer is not one energy source. It is a combination shaped by geography, policy, construction speed, cost and the requirement for continuous operation.

The Strongest Argument for the Buildout

The strongest case in favour of rapid data-centre expansion is not that the costs do not matter. It is that large technology customers could help finance a stronger electricity system.

A data-centre operator may sign a long-term power agreement, fund a dedicated substation, support new generation, provide flexible demand during emergencies or locate where generation is being wasted because transmission is constrained.

Large, stable customers can help support investment in nuclear, geothermal, renewable generation, storage and grid modernization. Some facilities may shift workloads between regions or times of day to reduce stress on the system.

These possibilities matter. They should also be written into enforceable agreements rather than treated as promotional language.

What We Know—and What Must Be Proven Locally

Every AI Song Has an Electrical System Behind It

AI music is experienced as software. A creator enters lyrics, describes a sound and receives a song. The electrical system behind that moment remains invisible.

Individual creators usually cannot choose which power plant supplies the service or negotiate the company’s utility agreement. Turning the issue into guilt over one prompt or one song would distract from the larger decisions involving grid planning, infrastructure finance and public policy.

Creators are still citizens. We can value what the technology makes possible while learning how the system works and asking whether it is being built fairly.

Developing your sound is part of building a brand. Developing your voice means learning how to explain what matters. Developing your position means doing enough research to know what you can honestly stand behind.

Measure What You Use. Protect What You Create.

This article contains Amazon.ca affiliate links. I may earn a commission from qualifying purchases at no additional cost to you.

These products cannot determine whether a data-centre utility agreement is fair. They can help readers understand the electricity used by suitable household equipment or protect important creator work during brief power interruptions.

Measure one device

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Limitation: It measures only the connected device. It cannot measure a complete home, hardwired equipment or industrial data-centre consumption. Follow the manufacturer’s supported-load instructions.

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Protect creator work

CyberPower CP1500PFCLCD Pure Sine Wave UPS

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Limitation: A UPS is not a generator or long-duration backup system. Runtime depends on the connected load, selected model and battery condition.

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Questions to Ask About a Data Centre’s Power Agreement

  1. What is the facility’s requested maximum demand?
  2. Is that demand proposed, contracted or already operating?
  3. What generation, transmission and substation work is required?
  4. Who pays the direct connection cost?
  5. Who pays for upstream grid expansion?
  6. Is the customer placed in a separate rate class?
  7. Is there a minimum monthly payment or long contract obligation?
  8. Is collateral required before construction begins?
  9. Are there exit fees if the project is delayed or cancelled?
  10. What happens if the facility uses less electricity than forecast?
  11. Does the project receive discounted electricity?
  12. Who funds that discount?
  13. Is promised generation genuinely new?
  14. Does the facility rely on the wider grid for backup or reliability?
  15. Can it reduce demand during a grid emergency?
  16. Are those commitments enforceable?
  17. Will cost and performance reports be public?
  18. Which regulator can enforce the agreement?

Primary Sources Used

The Data Centre’s Power Bill Does Not End at Its Meter

The electricity meter inside a data centre can show how much power the company used. It cannot show who paid for the power plant, transmission line, substation or unused capacity left behind if the project changes.

That information is found in utility tariffs, connection agreements, regulatory decisions and public policy.

The question is not whether advanced AI deserves electricity. The question is whether the companies seeking extraordinary amounts of power are paying for the full system required to provide it—and whether citizens are protected if the assumptions behind the project prove wrong.

Before intelligence can be trained, sold or controlled, it must be powered—and that power enters through the data centre.

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