AEC Magazine reports a shift in engineering and design IT strategy toward dedicated “1:1 remote workstations,” which offer each user a physical machine in a data center, rather than shared virtualized resources typical of cloud or traditional virtual desktop infrastructure (VDI). In the 1:1 model, every engineer or designer connects to a remote workstation that has its own CPU, GPU, memory, and storage, eliminating resource contention and delivering predictable performance akin to a desktop under a desk. These systems are used for CAD, BIM, real-time visualization, rendering, AI workflows, and other demanding tasks where performance consistency matters.
The trend embraces several hardware approaches. Compact desktop-class workstations such as the HP Z2 Mini and Lenovo ThinkStation P3 Ultra SFF are now being rack-mounted, offering density and efficient use of space without compromising on high clock speeds or professional GPU options. Purpose-built blades and rack workstations, including offerings from Amulet Hotkey, Boxx, and ClearCube, provide modular, datacenter-ready systems with dedicated pro GPUs, suitable for heavy visualization and simulation workloads.
Remote access uses high-performance protocols such as PCoIP, NICE DCV, and Citrix HDX to give users interactive experiences similar to local machines. Because each 1:1 system avoids sharing processors and graphics accelerators, design tasks that demand high single-threaded performance and large GPU memory, common in applications such as Autodesk Revit and Enscape, run without the performance degradation that virtualized environments often introduce.
Organizations can host 1:1 workstations on-premise or via third-party managed services, balancing control with scalability. While VDI still offers flexibility in resizing resources, 1:1 systems stand out for predictable performance and user satisfaction. Many firms are blending both approaches, using remote dedicated workstations for power users and VDI for lighter tasks.
For engineering and architecture teams, this shift represents a way to retain the familiar behavior of local desktops while centralizing hardware management and supporting hybrid or remote workflows.