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Agentic Artificial Intelligence (AI) signifies a transformative shift in enterprise automation, enabling proactive, goal-driven autonomy over entire business processes. Unlike previous technologies, Agentic AI's value realization follows a "J-Curve," where initial investments may yield modest or negative short-term returns but unlock compounding value over a multi-year horizon. A comprehensive ROI framework for Agentic AI must move beyond simplistic cost-savings to include a full Total Cost of Ownership (TCO) model, a multi-faceted view of returns (quantifiable financial gains and strategic intangibles), and sophisticated financial models like Net Present Value (NPV) and Risk of Non-Investment (RONI). Achieving positive ROI is contingent on strategic alignment, robust governance, phased implementation, and a profound commitment to organizational redesign and workforce reskilling.