AAIR AI Risk Governance And Framework Integration Practice Question
When deploying a generative AI model, what 'Governance Control' is most critical for preventing the generation of harmful/inappropriate content?
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Implement output guardrails and moderation layers.
Guardrails are technical controls placed on top of models to intercept and filter output, which is a vital part of risk governance.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Increase the number of GPUs to make it faster.
Why it's wrong here
Hardware doesn't prevent content generation issues.
- ✗
Only use the model in an internal environment without internet access.
Why it's wrong here
Air-gapping does not prevent bad outputs within the system.
- ✓
Implement output guardrails and moderation layers.
Why this is correct
Guardrails are the standard control for managing generative AI risk.
- ✗
Allow users to provide feedback directly to the model.
Why it's wrong here
Uncontrolled user feedback can lead to malicious prompt injection.
About these practice questions
Courseiva writes every AAIR question from scratch — 199 in total, each with an explanation and a wrong-answer breakdown. None are copied from real exams or dumps. Learn why practice questions differ from exam dumps →
JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed August 2026 · checked against the official ISACA exam blueprint
This AAIR practice question is part of Courseiva's free ISACA certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AAIR exam.