Who Pays for the Intelligence Factory?
Why the fight over AI’s future is moving from the chip fab to the public utility commission.
On June 7, 1898, a utility executive named Samuel Insull stood before the National Electric Light Association in Chicago and asked a room full of monopolists to invite the government in.
The strategic question is no longer who has the best model, the best chip, or the most capable agent. It is who can turn power into intelligence without sending everyone else the bill.
Insull ran Chicago Edison. He’d spent the previous four years buying up fourteen rival companies, and he understood something his peers resisted: electricity is a natural monopoly. It makes no sense to run four sets of wires down one street. But a monopoly with no check on its prices invites revolt, and revolt invites the outcome the industry feared most, which was public ownership of the wires. So Insull proposed a trade. Let the state grant each utility an exclusive territory, and in exchange let the state cap what that utility can charge, at rates set to cover its costs and a fair return. Twelve years later he stated the principle without flinching: “The obligations of monopoly must be accepted.”
That trade became the regulatory compact, and it has governed American electricity ever since. A utility gets a guaranteed territory and a guaranteed return. In exchange it accepts an obligation to serve everyone, at rates a public commission approves. The compact assumes a particular kind of customer: predictable, gradual, spread across millions of homes and shops whose demand grows a percent or two a year. For most of a century that assumption held.
It isn’t holding now.
In Richland Parish, Louisiana, Meta is building a data center called Hyperion. When the project broke ground in December 2024, the estimate was two gigawatts and something like ten billion dollars. In July 2026 Meta said Hyperion would scale to five gigawatts and push its planned investment past fifty billion dollars. Five gigawatts is not a big cloud region. It’s more power than a million American homes draw, arriving at a single address, in one of the poorer rural parishes in the country.
To feed it, Entergy Louisiana won approval from state regulators in August 2025, on a 4-to-1 vote, to build three gas plants for the first phase: about 2.2 gigawatts of new generation at a cost of $3.7 billion, with more to follow as the campus scales toward five. The immediate problem isn’t technical. It’s the oldest question the compact was built to answer. Who pays?
Entergy and Meta say Meta will. Meta has publicly committed to funding more than 7 gigawatts of gas-fired capacity plus solar, storage, and purchased power. But the compact doesn’t settle up in press releases. It settles up in rate cases, in front of a public commission, in the fine print of who’s on the hook when the numbers move. And the numbers move. A consultant for the Louisiana Public Service Commission found that ordinary ratepayers could end up paying about eight dollars a month toward a single Texas gas plant Entergy wants to buy for the project. The Union of Concerned Scientists warned that Entergy’s proposal carried no real protection against the build coming in over budget, which large infrastructure reliably does. Louisiana households would cover the gap. In June 2026 Governor Jeff Landry, who wants the jobs and the investment, signed an executive order that leans on the state’s tax leverage to require data-center companies and their utilities to “fully fund” their own power, a demand tied to tax treatment rather than a rate the commission sets directly.
That order rewrites Insull’s compact in real time, and Louisiana isn’t alone. In the first six weeks of 2026, states filed more than three hundred bills aimed at data centers, up from two hundred across all of 2025. Utilities across the country roughly doubled their rate-increase requests in the first half of 2025 over the same stretch a year earlier, much of it tied to new large loads. A Marquette poll in February 2026 found that seventy percent of Wisconsin voters thought the costs of new data centers outweighed the benefits. In Virginia, the state that hosts more data centers than anywhere on earth, the share of voters comfortable with one in their community fell from sixty-nine percent in 2023 to thirty-five percent in 2026.
Virginia also shows what the rewrite looks like when it’s done on purpose. In 2025 its regulators approved a new tariff, GS-5, that moves the risk of a giant load onto the load itself. Starting in 2027, any customer drawing twenty-five megawatts or more signs a contract of at least fourteen years, pays for most of the capacity it reserves whether it uses it or not, and posts collateral of a million and a half dollars per megawatt. The old compact socialized the cost of growth across everyone, on the theory that everyone benefited from a bigger grid. GS-5 treats a five-gigawatt customer as a different animal, and makes it carry its own weight.
There’s an older pattern underneath all this, and it predates Insull. In 1895, the Pittsburgh Reduction Company became the first industrial customer of the new hydroelectric plant at Niagara Falls. The company made aluminum, which takes staggering amounts of electricity to smelt, so it did the rational thing and moved to where the cheap electrons were. It later renamed itself Alcoa. The electricity-hungry industries have always chased power to its source, siting themselves next to dams and coal fields because it was cheaper to move the factory than the current.
Software forgot this. For thirty years computing felt weightless, a thing that lived in the cloud and cost whatever a virtual machine cost per hour. AI has made compute physical again. A model is trained in a building that draws the power of a mid-sized city, cooled by real water, wired into a grid that a public body plans years in advance. The intelligence is abstract. The factory that makes it is as physical as a smelter, and it has to negotiate for power like one.
Which is why the next platform negotiation in AI may not happen with a model provider or a chip vendor. It may happen with a public utility commission, and it resets who wins. Capital was supposed to be the moat. Whoever could raise the most, buy the most GPUs, and sign the biggest power contract would run away with the field. Capital still matters, but it no longer decides the outcome by itself, because you can’t raise your way past a grid with no spare capacity or a commission that won’t let you spread your costs across everyone else’s bill.
The companies that win the next round will be the ones that bring power to the table instead of just demanding it. That means building your own generation behind the meter, financing your own interconnection instead of loading it into the rate base, timing your workloads to the grid’s slack hours, and showing a rural parish that the campus adds more than it takes. Meta’s pledge to fund its own gas plants and spend a billion dollars on local roads, water, and wastewater is an early and imperfect version of that bargain. Every serious operator will need one.
A whole industry is forming in the space the compact leaves open, in the least glamorous corners of the AI stack: power-aware scheduling that shifts training to when the wind blows, behind-the-meter generation, demand-response deals that let a data center throttle down when the grid strains, interconnection finance, rate-design analysis, cooling that wrings more compute from each kilowatt. None of it trends on launch day. All of it now sits between a model and the electricity it needs to exist.
Insull’s bargain worked because it answered one question honestly: a monopoly that serves the public has to accept the public’s terms. The intelligence factories are testing whether that answer still holds when a single customer wants the output of three million homes. The compact is being reopened, parish by parish and tariff by tariff, and the terms are still up for grabs. The strategic question is no longer who has the best model, the best chip, or the most capable agent. It’s who can turn power into intelligence without sending everyone else the bill.
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