Agentic AI workflows trigger multiple model calls per task, driving token use 5–30× higher than simple chatbots and blowing through pilot budgets in production. Hidden expenses like re-sent context, context rot, tool orchestration, state management, and retries further inflate operating costs. The article breaks down these layers and offers strategies to control spend before your invoice arrives.