Modern Cost Control: Chargeback for GPU and Hybrid Cloud Environments

Interest in shared cluster chargeback models is growing as GPU clusters become increasingly common in non-HPC organizations. Due to their high costs, these clusters often operate in a shared enterprise infrastructure model—much like mainframes once did.

As a result, chargeback systems are gaining favor for providing organizations with visibility into usage patterns and trends. This makes spending more predictable, enables better forecasting, and allows departments to plan their expenditures more effectively.

Download this HPCwire white paper from Parallel Works to:

• Gain deeper insight into how modern chargeback systems function across compute environments
• Understand how chargeback models address low GPU and HPC resource utilization rates
• Learn how ACTIVATE from Parallel Works offers a unified control plane that treats compute like any other critical resource—metered, monitored, and governed by policy