AAIA Course #22: Production Patterns: 7 AI Audit Decisions Senior Auditors Get Right

Master the seven high-stakes judgment calls that separate senior AI auditors from juniors—and learn exactly what the AAIA exam scenario questions test. This video walks through real decisions on a live engagement like Meridian's: where to start on ungoverned AI estates, testing controls vs. accepting policies, continuous monitoring, black-box protocols, quantifying fairness, using AI audit assistants, and mapping authorities across frameworks. You'll see the mistake junior auditors make at each fork, why it fails in production, and the pattern that works—from building a complete model inventory before scoping a single system, to demanding evidence of tested operating effectiveness rather than documented policies, to converting vague fairness concerns into measured disparate impact thresholds. • Model inventory and risk-tiering before audit scope • Design evidence vs. operating evidence: the handwashing policy test • Continuous monitoring over annual review cycles • Black-box protocols: perturbation, probing, and surrogate analysis • Quantifying fairness and disparate impact thresholds • Human oversight of AI audit assistants as binding law • Mapping controls across NIST AI RMF, ISO 42001, and EU AI Act CHAPTERS 0:00 Introduction 1:39 The Seven Forks on Meridian's Engagement 2:26 Decision 1: Where to Start on an Ungoverned Estate 4:51 Decision 2: Assessing a Control 7:54 Decision 3: Managing Model Risk Over Time 10:26 Decision 4: A Vendor Withholds Source 12:39 Decision 5: Proving Fairness 16:57 Decision 6: Using an AI Audit Assistant 19:06 Decision 7: Choosing an Authority to Cite 21:44 The Seven Decisions, Side by Side 22:56 The Pattern Behind All Seven RESOURCES 🔗 ISACA AAIA Exam: https://www.isaca.org/credentialing/aaia 📋 Full Playlist: https://www.youtube.com/@StackLessons... ABOUT StackLessons creates hands-on exam prep content for cloud & AI certifications. Like & Subscribe for more content! PRACTICE QUESTIONS Need more practice questions? Visit https://certcompanion.com/exams #ISACA #AAIA #AIAudit 📌 Chapters 0:00 Introduction 1:39 The Seven Forks on Meridian's Engagement 2:26 Decision 1: Where to Start on an Ungoverned Estate 4:51 Decision 2: Assessing a Control 7:54 Decision 3: Managing Model Risk Over Time 10:26 Decision 4: A Vendor Withholds Source 12:39 Decision 5: Proving Fairness 16:57 Decision 6: Using an AI Audit Assistant 19:06 Decision 7: Choosing an Authority to Cite 21:44 The Seven Decisions, Side by Side 22:56 The Pattern Behind All Seven #ISACA #AAIA #AIAudit