Building a robust corporate defense in the age of artificial intelligence requires moving beyond theoretical ethics and into the realm of operational precision. Prof. Hernan Huwyler, CAIO MBA CPA, an industry practitioner who has led technology, risk, privacy, and compliance programs for Fortune 500 firms and Big Four professional services organizations, provides the definitive operational playbook for senior leaders in his book, AI Management Systems. The Core Value From Uncertainty to Secure AI Projects This work is designed to strip away the hyperbole surrounding AI and replace it with a structured system for protecting a firm's license to operate. The book's primary value lies in its ability to transform probabilistic technical uncertainty into measurable, de-risked business decisions. Rather than offering a mere technical manual, Huwyler presents a bridge between the data science lab and the executive suite, translating the complex requirements of the EU AI Act and ISO standards (such as ISO 42001 and ISO 23894) into specific, actionable engineering tasks. Quantifiable Impact and the "Moneyball" Methodology The hallmark of this playbook is the risk quantification methodology for AI risk assessment. By moving away from subjective checklists and qualitative heat maps, Huwyler introduces a rigorous quantification of risk through concrete financial exposure. Readers will learn to: Price Algorithmic Bias: Quantify the hidden costs and regulatory exposure of discriminatory models. Manage Model Drift: Identify and mitigate the silent erosion of predictive power in production environments. Calculate True ROI: Determine the actual return on investment by modeling the risk delta introduced by automation. Executive Experience Prof. Hernan Huwyler brings a wealth of "in the trenches" executive experience to this work, having defended risk programs in front of boards, regulators, and audit committees where results are the only metric that matters. He currently serves as the Executive Education Director at IE Law School, designing programs that prepare senior leaders to govern AI and build effective compliance functions. His background as a CPA and MBA informs a relentless focus on financial accountability, ensuring that governance is treated as a core organizational "heartbeat" rather than a standalone policy. Why This Book Supports Your AI Governance In an era of strict regulatory and financial accountability, this book equips organizations with an end-to-end framework covering the entire technological lifecycle—from boardroom lexicons to secure decommissioning. It is an essential guide for any leader seeking to navigate the transition from manual processes to an AI-augmented future while remaining resilient, compliant, and profitable.