STN One Incorporated, based in Pleasanton, California, announced that its operations now cover the full AI infrastructure stack, from securing land and power through building data centers to operating technology.

Odessa Campus Marks Start of Integrated Delivery Model

The company brings its physical infrastructure, computing services, and the STN ONE enterprise AI agent platform together under one operating model, with its first fully integrated campus already commissioned in Odessa, Texas.

That campus, located in Ector County, saw construction begin in May 2026 on a former industrial property that had sat largely unused for years. STN placed its first Elemental Data Center at the site on June 11, 2026 and fully commissioned it by July 31, ready to accept compute.

The facility pairs on-site power generation and battery storage with a utility connection, and is designed to meet its own energy needs while following Texas' requirement that large power users cover their associated costs. Cooling relies on sealed, closed-loop systems built for an arid climate and produces no process water discharge.

Founder Says Single-Operator Approach Targets Power and Facility Bottlenecks

The company frames its expanded capabilities as a response to what it calls one of the industry's biggest challenges: access to reliable power and suitable facilities as AI demand grows.

By reducing reliance on outside providers, STN says it can bring new computing capacity online faster.

“AI companies need more than just compute. They need facilities that are ready to support them, and getting those facilities built has become one of the industry’s biggest challenges,” said Sabur Mian, founder and CEO of STN.

“We are taking responsibility for the entire process, so our customers don’t have to depend on multiple companies to get the capacity they need. Now we can build, power and operate the infrastructure our customers need for AI, all under one roof.” Beyond Odessa, the company has additional projects underway in Marshfield, Missouri, and Orangeburg, South Carolina.

Factory-Built Elemental Data Centers Swap for New GPU Generations

Elemental Data Centers are factory-built structures engineered by STN and manufactured to its specifications with essential operating systems already installed.

Production runs while site crews work in parallel, which the company says shortens construction time.

The design also lets STN accommodate new generations of AI hardware by changing a single element. The first unit is designed for 2 megawatts and 1,024 NVIDIA Blackwell Ultra B300 GPUs. With a single change to the same footprint, it can support 1,008 NVIDIA Grace Blackwell GB300 GPUs.

STN ONE Agents Run Daily Operations With Human Oversight

The integrated model rests on STN ONE, which the company describes as its agentic operating system for AI infrastructure.

The platform manages the entire operation, from engineering and infrastructure to the computing systems customers use, and the company views it as a first step toward autonomous data centers.

STN ONE is already in use across support, finance, security, and engineering operations, where its AI agents work alongside employees to monitor systems, identify potential problems, and automate routine tasks. As capabilities expand, the platform will help manage infrastructure and services more efficiently while sensitive actions remain subject to human oversight and approval.

“STN ONE is already part of how we run our own company every day, and it is the same intelligence we bring to every customer environment we operate,” Mian said. “Anyone can host a workload; we operate it with our customers, from the facility to the application.”

375 Jobs Now, 200 Permanent Roles Planned in Permian Basin

The Odessa project currently supports 375 jobs and is expected to create 200 permanent, highly skilled Dark AI Factory positions as operations expand. STN also plans to offer skilled employment and workforce training opportunities for Permian Basin workers.

Ector County Judge Dustin Fawcett said the company engaged with community concerns early, including confirming that the build will rely on its own water supply.

“They are prepared to be a good partner to Ector County by bringing an emerging industry and opportunities to a community that has, for decades, relied solely on oil and gas. We're excited for what STN is bringing to our community in terms of jobs, workforce training, and tax revenues,” he said.

STN is working with regional education and workforce organizations, including Odessa College and the University of Texas Permian Basin, to develop training programs aimed at advanced computing equipment maintenance, data center facility operations, and the specialized electrical and technical roles required to run AI data centers.

From Managed Services to Multi-State AI Infrastructure

STN One Incorporated describes itself as a vertically integrated AI infrastructure company that owns powered land, generates its own power, manufactures its own data center buildings, delivers them as Elemental Data Centers, and operates AI compute through GPU One. The company began as a managed service provider for regulated industries and now develops and operates purpose-built AI infrastructure across multiple states.