AAIA AI Governance And Risk Practice Question
You are auditing a firm using LLMs (Large Language Models). Which risk is most specific to generative AI compared to traditional predictive models?
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
✓
Hallucinations and generation of misinformation
Hallucination is a unique risk of generative models where they output plausible but factually incorrect information.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Database login credentials being shared
Why it's wrong here
This is a general IT security risk.
- ✗
Server power consumption
Why it's wrong here
Power consumption is a risk for all large compute models, not just generative ones.
- ✓
Hallucinations and generation of misinformation
Why this is correct
Hallucination is a direct risk of the probabilistic nature of generative models.
- ✗
Missing documentation for the training code
Why it's wrong here
This is a generic risk for any AI software project.
About these practice questions
This AAIA question is part of Courseiva's 209-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam 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 AAIA 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 AAIA exam.