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AAIA Real Exam Questions

Advanced in AI Audit (AAIA). Everything you need to prepare, practice, and pass.

100

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4

Exam Domains

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Certification Overview

The AAIA exam focuses on auditing generative AI and machine learning systems through a governance and risk management lens. Expect questions on AI strategy alignment, control design for bias and data quality, audit planning for AI models, and assurance reporting that addresses ethical AI and regulatory compliance. The exam emphasizes practical audit procedures and governance structures rather than AI technical development.

What This Certification Proves

The AAIA certification validates expertise in auditing, governing, and managing risks associated with artificial intelligence systems, particularly generative AI. This credential demonstrates competency in evaluating AI controls, ethics, data quality, and bias—critical skills as organizations deploy AI at scale and face regulatory scrutiny.

Who Should Take This Exam

IT audit professionals, internal auditors, and governance specialists with 2+ years of audit or risk management experience who are expanding into AI governance. Ideal for those in organizations implementing AI solutions who need to understand audit and control frameworks for emerging AI technologies.

Topic Breakdown

4 domains covering 100 questions

DomainQuestionsWeight
Ai Risk Management And Controls5252%
Ai Audit Planning And Execution2626%
Ai Strategy And Governance2121%
Ai Audit Reporting And Assurance11%

Study Plans

Choose a study plan that matches your schedule and experience level

30 Days

Intensive Sprint

Week 1-2

  • Master fundamentals: Ai Risk Management And Controls
  • Read Isaca official documentation
  • Complete 4 questions daily

Week 3

  • Deep dive: Ai Audit Planning And Execution
  • Review weak areas from results
  • Take 2 full-length exams

Week 4

  • Review all flagged questions
  • Timed exams to build stamina
  • Final revision of key concepts

60 Days

Balanced Approach

Week 1-2

  • Survey all exam domains
  • Set up study environment
  • Begin with foundational topics

Week 3-4

  • Focus: Ai Risk Management And Controls
  • Focus: Ai Audit Planning And Execution
  • 2 questions daily

Week 5-6

  • Focus: Ai Strategy And Governance
  • Hands-on labs if applicable
  • Review explanations for wrong answers

Week 7-8

  • Complete all 100 questions
  • Identify and eliminate weak areas
  • Take 3 full-length timed tests

90 Days

Comprehensive Study

Month 1

  • Learn all exam domains at a comfortable pace
  • Build strong foundational knowledge
  • 2 questions daily

Month 2

  • Deep dive into each domain
  • Hands-on practice and labs
  • Take weekly timed exams

Month 3

  • Work through all 100 questions
  • Identify and eliminate weak areas
  • Take 3 full-length timed exams

AAIA-Specific Tips

  • Focus heavily on AI governance frameworks and ethical AI principles—these span multiple domains and represent core exam themes
  • Study data quality and bias detection as audit procedures; the exam tests how to identify and control AI risks, not just conceptual knowledge
  • Deep-dive into ISACA's AI governance guidance and any published AAIA study materials; leverage the 100 practice questions to identify weak areas
  • Connect audit planning concepts to AI-specific risk assessment (model drift, training data bias, transparency); the exam links traditional audit to AI controls
  • Practice identifying data privacy and governance issues in AI workflows; expect scenario-based questions on evaluating data lineage and consent
  • Review regulatory and ethical frameworks (GDPR, responsible AI principles) in the context of audit scope and assurance reporting
  • Take timed practice exams under test conditions—at 2.8 difficulty, timing and question interpretation matter more than advanced technical depth

Relevant Career Roles

Internal Audit Manager (AI/Emerging Technology focus)AI Governance OfficerRisk Manager (AI/Digital Transformation)Compliance Officer (AI/Data Privacy)IT Auditor (AI Systems)Chief Audit Executive (forward-looking organizations)

Sample Questions

Try 5 free questions from the AAIA question bank

Q1AI Risk Management and Controls

Which of the following strategies used by modelers to enhance data accuracy has the GREATEST risk of bias and information loss?

Q2AI Risk Management and Controls

A healthcare organization uses data clustering to group patients by medical history for personalized treatment recommendations. Which of the following is the GREATEST privacy risk associated with this practice?

Q3AI Risk Management and Controls

A generative AI system has a validation control in place to reject inappropriate questions by checking them against built-in ethical standards. Which of the following enables malicious actors to circumvent this control through prompt engineering?

Q4AI Audit Planning and Execution

Which AI model type is most appropriate for generating realistic synthetic data that mimics training distributions?

Q5AI Risk Management and Controls

An IS auditor is interviewing management about implemented controls around machine learning (ML) models deployed in the production environment. Which of the following schedules for reviewing the performance of a deployed model would be of GREATEST concern to the auditor?

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