Perimeter Compute develops distributed, low-latency GPU infrastructure by converting unused power capacity in existing buildings into high-density Inference Hubs. The company works with commercial property owners and compute buyers to help address the speed-to-power constraints of traditional data center development. Rather than waiting years for new facilities and grid connections, Perimeter Compute retrofits suitable spaces—including offices, hotels, logistics warehouses, and medical facilities—to deploy data-center-grade GPUs.

Its software control plane orchestrates these resources as a metro-scale inference network, bringing compute closer to users and workloads. The service is designed for applications where distance and response time matter, including agentic AI and tool use, real-time retrieval-augmented generation, robotics and autonomy, and live media or inference streaming. Perimeter Compute invites building owners and operators to explore the potential of their properties through a performance ROI estimator, while compute buyers can request GPU capacity.

The company also shares performance benchmarking on the impact of compute proximity and describes its approach as a faster route to earning revenue from existing power infrastructure