Isaca AAIA Exam - Topic 1 Question 14 Discussion

The risk described is that customer-facing suggestions may be inappropriate, insensitive, or offensive. The BEST mitigation is to perform testing of diverse scenarios (B)---including edge cases, demographic variations, and sensitive contexts---to confirm that outputs remain within acceptable business, ethical, and customer-experience thresholds. AAIA highlights scenario-based testing and fairness/impact assessments as key practices, especially where recommendations directly influence customer interactions.

Increasing data volume (A) does not ensure fairness or sensitivity. Monitoring servers (C) focuses on technical health, not content appropriateness. Threat analysis (D) is important for security but does not directly address emotional or ethical impacts of model outputs. Therefore, structured, diverse scenario testing is the most targeted and effective approach.

ISACA, AAIA Exam Content Outline -- Domain 2 & Domain 5: Testing techniques; ethical and user-impact considerations.

ISACA AI guidance on scenario testing for fairness, appropriateness, and user impact.