This IDC Perspective provides a comprehensive, practitioner-focused framework for effective AI agent cost management, emphasizing that every dollar of wasted spend is a governance failure. Covering planning, sourcing, implementation, and operations, it details actionable steps for budgeting, cost modeling, governance, and continuous optimization.