The rapid shift toward agentic AI has introduced critical operational, cost, and governance challenges. Unlike linearly growing inference usage by users, autonomous agents generate non-linear inference usage and can quickly overwhelm IT infrastructure. Performance is a critical aspect of today’s agentic era.