TL;DR · 30-second read

The Short Version

Meta, the company behind Facebook and Instagram, is turning its artificial intelligence data center in Richland Parish, Louisiana, into its biggest anywhere. It says it will spend more than $50 billion there.

The surprising part is the electricity. At full size, the site is planned to use about as much power as five large nuclear reactors produce. To supply it, Meta’s deal with the local utility, Entergy, pays for seven new natural gas power plants and three giant batteries.

Meta says local households will save money as a result. It has not published how it calculated that.

Meta announced on July 13, 2026 that it is expanding its Richland Parish, Louisiana data center to 5 gigawatts (GW) of compute capacity. That makes it the largest site in Meta’s fleet. The campus will house Hyperion, which Meta calls its largest multi-gigawatt AI training cluster. Meta puts the total investment in the region at more than $50 billion, supporting over 7,500 jobs at peak construction and 1,000 permanent roles once the site is operating.

The announcement also describes a new agreement with Entergy Louisiana. It will fund seven new natural gas-fueled generating plants, three grid-scale batteries, nuclear uprates and other purchased power. Meta says the agreement will deliver about $2 billion in customer savings, on top of $650 million it announced earlier, for a total of $2.65 billion over 20 years.

Executive Summary

Meta is scaling a single campus in rural northeast Louisiana to 5 GW and committing more than $50 billion to it. The site is being built to host Hyperion, a training cluster of the kind used to build large AI models, which runs tens of thousands of processors near full load around the clock. Alongside the headline figures, Meta lists $1.6 billion in contracts with Louisiana businesses to date, more than $1 billion in roads, water and wastewater improvements, a $5 million gift to Louisiana Delta Community College, and $215 million for Entergy’s affordability and efficiency programs.

The most consequential part of the announcement is the power arrangement, more than the jobs or the grants. At this scale, a data center is no longer a customer that plugs into existing grid capacity. It is a reason for a utility to build new generation. The Entergy agreement funds a portfolio of gas plants, batteries, nuclear upgrades and purchased power. Meta has also committed to help fund up to 2.5 GW of clean and renewable energy. How fast, and on what terms, that generation arrives will largely decide when Hyperion reaches full scale and who carries the cost.

At Five Gigawatts, the Utility Sets the Schedule

A gigawatt is a billion watts, and the data center industry uses it to size how much electricity a campus can draw. A large nuclear reactor produces roughly one gigawatt. Meta’s expanded Richland Parish site is rated at 5 GW of compute capacity. It will host Hyperion, described as a multi-gigawatt AI training cluster. Training clusters are an unusually demanding kind of load: thousands of accelerator chips running together for weeks at a time, drawing close to peak power continuously. A regional grid does not keep that much idle capacity in reserve, so a load of this size has to arrive with its own new generation.

That is what the Entergy agreement is for. According to Meta, it funds seven new natural gas-fueled generating plants, three grid-scale batteries, nuclear uprates and other purchased power. Nuclear uprates are upgrades that raise the output of existing reactors. Read that list next to the construction figures and the order of work becomes clear. Server halls, contractors and workforce programs are the visible part of the project. The pace, though, is governed by when the plants, batteries and grid connections come online. Construction crews can be scaled up relatively quickly. New generation depends on equipment deliveries, utility engineering and regulatory processes that a data center builder does not control.

This affects several groups. Entergy Louisiana’s other customers have bills tied to how costs are allocated. The state regulators who oversee the utility’s resource plans must weigh a single customer’s demand against system-wide reliability. And anyone forecasting Meta’s AI capacity needs to know when Hyperion actually reaches multi-gigawatt scale. Meta has not said how the seven plants’ combined output compares with the 5 GW figure. That is the number that would show how much of the campus the new generation actually covers.

The $2.65 Billion Savings Claim Needs Its Arithmetic

Meta says the new agreement is expected to deliver about $2 billion in savings to Entergy Louisiana customers, on top of $650 million announced previously. Spread over 20 years, the combined $2.65 billion averages roughly $130 million a year. The usual argument for such savings is that a very large, steady customer helps pay a utility’s fixed costs, which lowers the share left for everyone else. That argument can hold. It depends, however, on contract terms: who pays for the new plants, over what period, and what happens if the anchor customer’s demand falls short of plan.

Meta did not lay out that mechanism or the assumptions behind the figure. Its broader commitment is that it will pay for the energy, water and related infrastructure it uses so that other customers’ bills do not rise. That is a meaningful policy statement, but its strength sits in contract language that has not been published. The $215 million contribution to Entergy’s Power to Care and residential energy efficiency programs is more concrete: it is a direct transfer with a stated amount. Until the underlying terms are visible, the headline savings figure is best read as a projection, not a guarantee.

Clean-Energy Matching Next to New Gas Generation

Meta says it will match 100% of the Richland Parish site’s energy use with clean and renewable energy, as it does at its other data centers. It also commits to help fund up to 2.5 GW of clean generation. Matching is an accounting method: a company funds or buys clean electricity equal to what it consumes over a period. It does not require the clean power to be produced at the same hour or on the same grid as the consumption. The gas plants and batteries in the Entergy agreement exist because a round-the-clock training load needs power that can be supplied on demand, including at night and during low-wind periods.

Both statements can be true at once, but readers should hold them together. Up to 2.5 GW is a ceiling, not a commitment to 2.5 GW. Renewable plants also typically produce well below their rated capacity averaged over a year. Clean generation tied to this agreement alone would therefore not obviously cover the annual consumption of a 5 GW campus running near full load. Meta has not said where the balance will come from, or whether it is matched annually or hour by hour.

$50 Billion In, 1,000 Permanent Jobs Out

The job figures follow the usual pattern for hyperscale data centers, which are capital-heavy and need relatively few staff to run. Meta cites 7,500 jobs at peak construction and 1,000 operational roles, or about $50 million of investment per permanent job. The larger local effects are construction spending, tax revenue and infrastructure. Meta reports $1.6 billion contracted with Louisiana businesses to date and more than $1 billion spent on roads, water and wastewater systems. It also says Richland Parish teachers received yearly bonus checks 400% higher than the previous year because of increased tax revenue from the project.

The workforce measures are aimed at the gap between the two job numbers. They include full scholarships for data center trade certificates for Richland Parish high school graduates starting with the class of 2026, contractor-run programs at Louisiana Delta Community College, and a reported 37% rise in enrollment at the University of Louisiana at Monroe’s construction management school. Making the state’s Source Louisiana portal the default subcontracting platform widens access for local firms. The general contractors (DPR Construction, Turner Construction Company and Mortenson Construction) and in-state subcontractors benefit most directly during the build. The open question for the parish is what that construction workforce does when the peak ends.

Background

Meta Platforms, the parent of Facebook, Instagram and WhatsApp, operates a global fleet of data centers. It is one of the handful of hyperscalers, the companies that build computing capacity at the largest scale. Meta broke ground on its Richland Parish campus in northeast Louisiana in December 2024, and the July 2026 announcement expands the site to 5 GW, making it the largest in Meta’s fleet. The area is served by Entergy Louisiana, a regulated electric utility, and Meta has worked with Entergy on power supply since before the site came online.

AI training clusters have changed data center planning. Earlier facilities drew tens or hundreds of megawatts. Clusters built to train frontier AI models are now planned in gigawatts, which brings power generation, transmission and utility regulation into the center of each project. Meta has partnered since 2022 with the Center on Rural Innovation on programs near its data centers and says it is extending that partnership to Northeast Louisiana.

Sources

Source: Deepening our investment in Richland Parish, Louisiana – Meta Data Centers. Meta’s July 13, 2026 announcement expanding its Richland Parish AI data center to 5 GW, with details of its Entergy Louisiana energy agreement and local investments.