AAIR AI Lifecycle Risk Management Practice Question
A developer is using 'Shadow Deployments' for a new AI model. What is the main risk being addressed?
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
✓
Operational risk of deploying a poorly performing model to production.
Shadow deployments allow real-world data validation without exposing end-users to potential model failures.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Operational risk of deploying a poorly performing model to production.
Why this is correct
Shadow mode validates the model against live data without impacting the end-user experience.
- ✗
Model documentation compliance.
Why it's wrong here
Documentation is a separate administrative process.
- ✗
Training data leakage.
Why it's wrong here
Shadow deployment happens after training is complete.
- ✗
Hardware infrastructure costs.
Why it's wrong here
Shadow deployments usually increase costs, not decrease them.
About these practice questions
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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.