Hosted·ai helps neocloud service providers utilize their wasted GPU capacity. Hosted.ai's software dynamically manages GPU memory in real time, letting multiple workloads safely share the same chip without performance loss. Operators get three to five times more output from the same hardware.

The platform also includes a federated marketplace where providers can list spare capacity and tap into others', extending their reach without buying more hardware. The company was founded by a team that built and sold two previous infrastructure businesses across the dotcom and cloud eras.