Expanse provides an intelligence layer for High-Performance Computing and GPU clusters, capturing telemetry from every HPC job. The platform predicts failures and empowers AI agents with cluster context, enhancing resource fit and failure risk predictions. Expanse's service increases throughput without additional hardware, offering a two-week setup for performance observation and capacity reporting.