Applied Digital Plans $3.6 Billion AI Data Center Campus in Rapides Parish

Applied Digital’s planned Delta Forge 1 campus in Rapides Parish has shifted from a partly obscured site-development story into a formal regional investment announcement, giving Central Louisiana one of its clearest new tests of whether the current U.S. data center boom will translate into durable local economic value rather than just headline capital totals. On Tuesday, Louisiana Economic Development said the Dallas-based company plans to invest $3.6 billion in an artificial intelligence data center campus near Boyce, with the first phase designed as two facilities totaling 300 megawatts of critical IT load across about 300 acres.

That is a large number by any regional standard, but the more useful business angle is not simply that a company cited a multibillion-dollar figure. It is that the state, the local utility and regional development groups have now publicly attached jobs, power commitments and tax treatment to a project that had been emerging in pieces for months. Louisiana Economic Development said the campus would directly support 200 full-time on-site jobs with salaries 150% of the state average wage, create more than 1,000 construction jobs at peak and generate an estimated 218 indirect jobs, for 418 potential job opportunities across the region.

The announcement also brings the project’s operating structure into clearer view. LED said Cleco will supply the power for the campus, while Applied Digital will use its closed-loop cooling system to support dense AI workloads. That matters in a region where industrial recruitment is increasingly tied not just to land and tax incentives, but to whether utilities can reliably serve large loads without creating political backlash over cost, reliability or infrastructure strain. Cleco called Delta Forge 1 the largest economic development opportunity in its history, which is a telling statement in itself: for the utility, this is not a routine industrial connection but a project big enough to reshape its local growth profile.

The timing matters too. Tuesday’s state release says site development began in January 2026 and initial operations are expected to begin in mid-2027. Business Report, which had tracked the project before the public rollout, said the formal state announcement followed earlier reporting on Applied Digital’s land assembly and local positioning in Rapides Parish. That sequence is important because it separates a real project with visible development work from a purely speculative data center pitch. It still does not make the investment completed. But it does mean the project has moved beyond rumor and into a stage where readers can track milestones, infrastructure commitments and local exposure more concretely.

There is also a financing and customer context that makes the regional story more commercially relevant. In April, Applied Digital said it had signed a 15-year lease worth about $7.5 billion in total contracted value with a U.S.-based investment-grade hyperscaler at Delta Forge 1, covering 300 megawatts of critical IT load and pointing to first operations in mid-2027. That earlier company disclosure did not publicly name Rapides Parish, but it matters now because the Louisiana announcement connects a previously opaque AI-factory campus to a specific place, a specific utility relationship and a specific state incentive structure. In practical terms, Central Louisiana is not just competing for a hypothetical future tenant. It is being tied to a project that the company has already positioned around large-scale customer demand.

The incentive piece deserves just as much attention as the headline investment figure. LED said Applied Digital qualified for Louisiana’s state and local sales and use tax exemption on qualifying purchases or leases of data center equipment under Act 730 of the 2024 regular session. That does not mean the public cost of the project can be reduced to a single subsidy number, and it does not mean all downstream benefits are guaranteed. But it does confirm that Louisiana is using a specific policy tool to lower the cost of building compute-heavy infrastructure in exchange for the promise of jobs, construction work and wider economic spillovers.

That is where the regional significance becomes more complicated and more interesting. Central Louisiana has long argued that it can compete for larger, more technical projects than outside investors often assume. This announcement gives that claim real weight. At the same time, the project arrives as Louisiana absorbs a broader wave of data center proposals from other large operators. Technical.ly noted that the Rapides Parish campus follows other major data center commitments in the state, including projects tied to Amazon, Meta and Hut 8. In that environment, the question for local businesses and policymakers is not simply whether one more campus is good news. It is whether these projects create lasting local procurement, skilled employment and tax-base benefits that outweigh the pressure they can place on power systems, land use and political expectations.

For Rapides Parish specifically, the Applied Digital plan has a stronger local-development signal than many generic technology announcements because it is not landing in an already saturated metro core. It is being positioned as a transformational investment for a smaller regional economy that has spent years trying to attract larger-scale industrial and infrastructure projects. That makes execution especially important. If the project proceeds on the schedule now described, it could become a major anchor for contractors, electrical suppliers, industrial service firms and workforce institutions in Central Louisiana. If it slips or scales back, the region will feel that gap just as clearly.

Why this matters

The best way to read this story is as a regional infrastructure bet with unusually high stakes, not as a simple technology expansion announcement. Delta Forge 1 ties together private capital, a power-supply commitment, state tax treatment and a workforce promise in a part of Louisiana that does not often sit at the center of national AI infrastructure narratives. For WireNorth readers, that makes it a useful indicator of where data center capital is moving and how smaller regional economies are trying to capture it.

It also matters because the project sits at the intersection of two business realities that can pull in different directions. On one side is the race to secure land, electricity and cooling capacity for AI workloads. On the other is the local question of who actually benefits when those assets arrive. The state’s public rollout answers part of that question, but not all of it.

What to watch next

The first checkpoint is whether Applied Digital continues to hit the timeline now attached to the project, especially with initial operations targeted for mid-2027. Readers should also watch for more detail on the campus’ final building count, supplier contracting and whether local businesses actually win meaningful procurement work rather than just symbolic participation.

The second issue is power. Cleco’s involvement is central to the project’s credibility, so any later filings or disclosures around transmission upgrades, load management or customer-rate implications will matter. Editors should also watch whether the company publicly identifies more of the tenant or financing structure behind Delta Forge 1, because that will say a great deal about how firm this capital commitment really is. For now, the strongest verified fact is narrower but still substantial: Central Louisiana has a newly announced $3.6 billion AI campus plan with site work underway, state-backed incentives in place and a utility now publicly tied to its success.