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AI Lifecycle Risk ManagementhardMultiple ChoiceObjective-mapped

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.

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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.