AI Security Beyond the Model: What Enterprises Need to Care About — and Why

This paper outlines those areas which should concern enterprises the most when evaluating AI security solutions and why those concerns matter. Without focusing on specific products or test mechanics, this paper presents a capability-driven view of AI security framed through the lenses of enterprise risk management, governance, and accountability. The aim is to provide concrete guidance to Chief Information Security Officers (CISOs), enterprise buyers, and Governance, Risk and Compliance (GRC) leaders on the questions to ask before real-world AI failures expose unwelcome answers under regulatory, legal, customer, or board-level scrutiny.