Multi-tenant AI platforms, production inference fleets, and organizations treating compute as balance-sheet risk.
Shared fleets with competing tenants and strict fairness, isolation, and cost attribution requirements.
Production inference where unit economics and predictable SLOs matter more than peak utilization.
Fleet operators optimizing yield, stability, and margin across heterogeneous GPU pools.
