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Houston energy expert asks: Who pays when AI outruns the power grid?

Scotty Nyquist discuss the growth in AI data centers and the strain on the system. Photo via HARC report

For most of the past 20 years, U.S. electricity policy relied on predictable trends in demand. Electricity use, in most regions, increased gradually, forecasts were stable, and utilities adjusted the system in small steps. Power plants, transmission lines, and substations were generally added to reflect shifts in load, rather than growth, and costs were recovered through modest adjustments to customer bills.

Growth in AI data centers has disrupted this model. A single facility can add as much electricity demand as a small town. That demand comes all at once, runs continuously, and has little tolerance for outages. If electricity service drops even briefly, computation stops, and services shut down. Ironically, data centers need reliable service, a point that their emergence is driving concern around for the rest of the grid.

What the numbers say

The International Energy Agency projects global electricity consumption from data centers to double by 2030, reaching roughly 945 TWh, nearly 3 percent of global electricity demand, with consumption growing about 15 percent per year this decade. McKinsey projects that U.S. data center demand alone could grow 20–25 percent per year, with global capacity demand more than tripling by 2030.

After years of roughly 0.5 percent annual demand growth, many forecasts now place total U.S. electricity demand growth closer to 2–3 percent per year through the mid-2030s, with much higher growth in specific regions. In Texas, some forecasters are saying electricity demand could double over the next five years, a staggering 10 percent per year growth rate. What sounds incremental on paper translates into a major challenge on the ground. Meeting this pace of growth is estimated to require $250–$300 billion per year in grid investment, about double what the system has been absorbing.

Where the system starts to strain

The strain appears first in the interconnection queue. It shows up as long waits, backlogs, and delays for connecting new loads and new generation.

Before new generators or large load customers can be connected, a study is required to assess their impact on the grid, whether it can physically handle the added load, and whether upgrades are required. With AI-driven data centers, utilities face far more connection requests than they can realistically support. In ERCOT, large-load interconnection requests exceed 200 gigawatts, most tied to data centers. That amount exceeds historical norms, and it is several times larger than what can be practically studied or built in the near term.

To be clear, public utility commissions are required to study these requests because they must manage system capabilities to ensure minimal disruption. This means engineers spend time evaluating projects that may never be built, while other more commercially viable projects may wait longer for approvals. This extends timelines and makes infrastructure planning less reliable.

Why policymakers are rethinking the rules

Utilities and their regulators must decide how much generation, transmission, and substation capacity to build years before it comes online. Those decisions are based on expected demand at the time projects are approved. When it comes to data centers, by the time infrastructure is completed, they may end up deploying newer, more efficient chips that use less power than originally assumed. This can result in grid infrastructure built for a higher load than what actually materializes, leaving excess capacity that still must be paid for through system-wide rates.

That’s the central dilemma. If utilities build too little capacity, the system operates with less reserve margin. During periods of grid stress, operators have fewer options, increasing the likelihood of curtailments or outages. However, if utilities build too much, customers may be asked to pay for infrastructure that is not fully used.

In response, policymakers are adjusting the rules. In some regions, regulators are moving toward bring-your-own-power approaches that require large data centers to supply or fund part of the capacity needed to serve them or reduce demand during system stress. At the federal level, permitting reforms tied to datacenter infrastructure increasingly treat electricity as a strategic economic input.

As Ken Medlock, senior director at the Baker Institute Center for Energy Studies (CES), explains:

“Many of the planned data centers are now also adding behind-the-meter options to their development plans because they do not anticipate being able to manage their needs solely from the grid, and they certainly cannot do so with only intermittent power sources.”

Behind-the-meter (BTM) refers to power that a consumer controls on its side of the utility meter, such as on-site gas generation or a dedicated power plant. These resources allow data centers to keep operating during grid-related service. Most facilities remain connected to the grid, but the backup BTM generation serves as insurance for operating their core business.

This shifts responsibility. Utilities traditionally manage reliability across all customers by maintaining an operating reserve margin, or spare capacity. Increasingly, large-load customers manage part of their own electricity reliability needs, which changes how infrastructure is planned and how risk is distributed.

Bottom line

AI-driven load growth is arriving faster and in more concentrated places than the power system was built to accommodate. Utilities and regulators are being forced to make decisions sooner than planned about where to build, how fast to build, and which customers get priority when capacity is limited. The effects extend beyond data centers, showing up in system costs, reliability margins, competition for grid access, and pressure on communities and industries that depend on affordable and dependable power. The issue is not whether electricity can be generated, but how the costs and risks of rapid demand growth are distributed as the system tries to keep up. How regulators balance these decisions will determine who pays as AI demand outruns the power grid.

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Scott Nyquist is a senior advisor at McKinsey & Company and vice chairman, Houston Energy Transition Initiative of the Greater Houston Partnership. The views expressed herein are Nyquist's own and not those of McKinsey & Company or of the Greater Houston Partnership. This article originally appeared on LinkedIn.

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A View From HETI

Exxon Mobil and Chevron made big profits in spring 2026. Photo via Chevron

American oil and gas giants raked in massive spring profits while fighting between Iran and the U.S. impeded petroleum shipments and consumers around the world paid more for fuel and confronted shortages.

The conflict, now in its sixth month, halted most shipping through the Strait of Hormuz, a narrow waterway that previously served as a delivery route for a fifth of the world's oil and natural gas. With global supplies constrained, prices for Brent crude, the international standard, soared from about $70 to above $100 a barrel for much of March, April and May, and at one point reached $126.

The money that oil companies accrued between the beginning of April and the end of June could receive extra scrutiny this year. Gasoline, diesel and jet fuel prices climbed sharply during that period, increasing costs for drivers and airline passengers. Supplies ran low in some countries, leading to sporadic fuel rationing in Australia and government office closures in Nepal and Sri Lanka.

Spring, Texas-based Exxon Mobil reported that its second quarter profits doubled to $14.53 billion, boosted by record diesel production. The oil giant brought in $116.02 billion in revenue, up 42%.

Chevron, based in Houston, nearly quadrupled its profits to $12.07 billion and revenue jumped 56% to $70.06 billion.

Six of Europe’s largest oil companies posted combined first-quarter profits of $22 billion, more than 40% higher than last year.

“There are constituencies around the world who are having a very good crisis, and the oil producers are one of them,” said Patrick Galey, fossil fuels lead at Global Witness, a nonprofit organization that investigates environmental issues. “When you compare that to the hundreds of millions of people who are struggling with rolling blackouts, with electricity curbs, rationing, waiting in line for food queues, or the disruption to fertilizers and the potential impact that that has on food prices, we don’t think that it’s a justifiable price for the rest of the world to be paying.”

Lawmakers propose taxing major oil producers for war windfalls

Energy companies such as Exxon and Chevron do not set the price of American oil, which ricocheted from $68 to $115 a barrel during the quarter. It’s driven by supply and demand, and what traders, refiners and other buyers are willing to pay.

Nevertheless, Democrats in Congress introduced bills in March to tax major oil producers for profits they show from 2026 onward and have the tax proceeds redistributed to consumers.

“It’s fair to put a windfall profits tax on inordinate windfall profits rather than cut off children’s food programs,” Sen. Sheldon Whitehouse, a Rhode Island Democrat who introduced the Senate version of the legislation.

Whitehouse's measure and a companion bill introduced by U.S. Rep. Ro Khanna of California would amend the U.S. tax code to impose a per-barrel tax on companies that produced or imported at least 300,000 barrels of oil per day in 2025.

“We cracked $4 again per gallon last weekend in gas stations that I drove by, and that’s a big expense, particularly for families that get their income from driving around from job to job in the work van or the work truck,” Whitehouse said.

The average price for a gallon of regular gasoline in the U.S., which was below $3 before the U.S. and Israel launched attacks on Iran, reached $4.11 Friday, July 31, about $1 more than last year at this time.

The UK and other European countries implemented temporary windfall profits taxes on fossil fuel companies in 2022. The UK extended that to 2030, according to Tax Foundation Europe.

“Penalizing the businesses who stood by those countries and provided that product going forward is very short-sighted,” Exxon CEO Darren Woods said in a call with investors Friday. “We canceled investments that we had planned for Europe based on the last time they passed a windfall profits tax.”

Refineries rake in cash while consumers pay more for fuel

Outfits such as Exxon and Chevron, which also own refineries, are in the best position to profit from the current market conditions, said Tom Seng, assistant professor of energy finance at Texas Christian University.

Refineries turn oil into gasoline, diesel, jet fuel and home heating oil. Higher prices for those products meant Chevron’s quarterly refinery profit was six times as big in 2026, despite processing less crude and selling less products.

“The return on refining, on a percentage basis, has skyrocketed,” Seng said. “Oil right now is priced what it is priced because of the Iran war. But in the meantime, the refineries are making money hand over fist.”

The global refining market is under-supplied, and with countries such as Russia and China no longer exporting, companies like Exxon and Chevron have to pick it up, said Rob Thummel, senior portfolio manager at Tortoise Capital. “The world is going to be short jet fuel, diesel and gasoline, so we’ll probably continue to see higher profits there.”

Globally, not all refineries have been able to get the supply of crude oil they need to meet demand since the conflict began, said Timothy Fitzgerald, a University of Tennessee professor of business economics who studies the petroleum industry.

As a result, refineries that have ample oil to work with, including those in the U.S., are turning high profits, particularly when they make jet fuel and diesel, which is priced about 41% higher in the U.S. than before the Strait of Hormuz was blocked.

"If you’re a company that owns a bunch of refinery capacity, things look pretty good," Fitzgerald said.

American refineries are running at near-full capacity and poised to benefit because some refineries in the Middle East and Russia were damaged. And Asia can't get the amount of Middle East oil needed for refining.

“Ultimately, users of the energy services pay,” Fitzgerald said. “Consumers, people like you and me buying retail motor gasoline or diesel fuel or airplane tickets. But it also means that almost everything else we buy has an embedded energy content to it ... and this is where you start to worry about it driving increases in costs.”

Not all oil and gas companies benefit in the same way

In the present geopolitical environment, some companies are winners while others are losers, Fitzgerald said.

“If you’re a company like a U.S. (oil) producer, even a U.S.-based international company like an Exxon or Chevron who’s got lots of production outside the Gulf, things are good. You’re selling your product at a higher price,” he said.

But companies in the Middle East that are not able to benefit from higher prices because they are struggling to get their liquefied natural gas out of the Persian Gulf or have a lot of damaged oil fields or processing facilities have a very different take on recent events, Fitzgerald added.

“Your ability to sell anything and the volume that you may be getting out is so curtailed that your revenues are way down and you’re incurring higher transportation costs and security costs,” he said.

Exxon and Chevron weren’t as profitable in the first quarter due to the way oil is traded; the first real opportunity they had to take advantage of higher prices oil was in April. Companies that had a lot of oil stored in floating tankers and available for spot-market trading, including some European ones, were able to benefit from March’s higher oil prices, Seng said.

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