ISACA AAIA Exam Practice Questions, practice question pack
ISACA · AAIA

ISACA AAIA Exam Practice Questions

258 questionsInstant PDF downloadUpdated September 2026

US$39

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Three of the 258 questions in this pack

Question 1

Which of the following key performance indicators (KPIs) are MOST important when evaluating whether an AI model meets business objectives?

  1. Cost of resources required for AI model training
  2. AI model accuracy in predicting actual outcomes
  3. Frequency of AI model retraining
  4. Number of users interacting with the AI model
Show answer and explanation

Correct answer: B. AI model accuracy in predicting actual outcomes

AI model accuracy in predicting actual outcomes is the most critical KPI for evaluating business objectives because it directly measures whether the model delivers value and achieves its intended purpose. While cost, retraining frequency, and user engagement are relevant operational metrics, accuracy is fundamental, a highly accurate model justifies investment and use, whereas an inaccurate model fails its core objective regardless of other factors.

Why the other options are wrong

  • A. Training resource costs are important for budgeting but do not directly measure whether business objectives are met.
  • C. Retraining frequency is an operational consideration, not a measure of whether objectives are achieved.
  • D. User interaction volume indicates adoption but not whether the model performs correctly or meets business goals.

Question 2

The BEST way to prevent sensitive information disclosure by large language model (LLM) chatbots is through:

  1. manual monitoring.
  2. data sanitization.
  3. data masking.
  4. access controls. ✅Correct Answer: B, data sanitization. Data sanitization is the best preventive control because it strips, redacts, or tokenizes sensitive information before it enters training data, prompts, or fine-tuning sets, so the model never holds data it could later reveal. Guidance on sensitive information disclosure in LLM applications lists sanitization and scrubbing of input and training data as the primary mitigation. Monitoring, masking techniques, and access controls support a defense-in-depth approach, but sanitization eliminates the exposure at the source.
Show answer and explanation

Answer and explanation for question 2

Question 3

An organization is using information gathered from customer accounts to train its AI chatbot.

Which of the following is the GREATEST risk associated with this practice?

  1. Transparency
  2. AI model hallucinations
  3. AI bias
  4. Disclosure of personal information
Show answer and explanation

Correct answer: D. Disclosure of personal information

Disclosure of personal information is the greatest risk because customer account data contains personally identifiable information (PII) and sensitive financial details. If this data is used to train a chatbot without proper safeguards, it can be reconstructed, leaked, or inferred from model outputs, violating customer privacy and potentially triggering regulatory penalties. While bias, hallucinations, and transparency concerns are valid AI risks, the direct exposure of personal customer information represents the most immediate and serious harm.

Why the other options are wrong

  • A. Transparency about data usage is important for ethics but is not the greatest risk from using customer data.
  • B. Hallucinations are a model behavior concern, not a primary risk of using customer account data.
  • C. Bias could result from skewed training data, but unauthorized disclosure of personal information is a more direct and severe risk.

See all 10 free questions Get the full pack, US$39

258 practice questions for ISACA Advanced in AI Audit (AAIA), with full explanations.

Every question comes with the correct answer, the reasoning behind it, and a note on why each wrong option is wrong. Work through it once with the answers, then again with the questions-only copy under exam conditions.

  • 258 questions mapped to the AAIA exam objectives
  • Answers and explanations for every question, including the wrong options
  • A questions-only PDF for timed practice runs
  • Instant delivery by email the moment you check out
  • Free monthly updates for as long as the exam is live
  • Pass or your money back

The AAIA costs US$459 for ISACA members and US$599 for non-members. This pack is US$39, paid once, and refunded if you fail.

Try 10 questions free before you buy.

Last updated September 2026 · 258 questions

What makes the AAIA hard

Most candidates already hold a CISA, CIA or CPA and know how to audit traditional IT systems. The AAIA tests something different: whether that audit judgement extends to AI.

Model drift, data poisoning, MLOps controls and AI governance gaps are real enterprise risks, and organisations need auditors who can assess them. The exam runs 90 questions in 150 minutes with a pass mark of 450 out of 800, and it is scenario based, testing applied judgement rather than memorisation. At up to US$599 per attempt, it pays to have already seen how ISACA frames these questions.

This pack covers AI governance and risk, AI operations, and AI auditing tools and techniques, so none of it is new on exam day.

About the exam

AAIA is ISACA’s advanced AI audit certification for experienced audit professionals who need to audit, govern and provide assurance over AI systems in enterprise environments. It requires an active CISA, CIA or CPA with IT audit or advisory focus to certify, and is available via remote proctoring or PSI testing centres globally.

Exam domains

  • AI Operations: 46%
  • AI Governance and Risk: 33%
  • AI Auditing Tools and Techniques: 21%

90 questions, 150 minutes, pass mark 450 out of 800, members US$459, non-members US$599, prerequisite an active CISA, CIA or CPA, six-month eligibility window from registration.

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Questions before you buy

What do I get when I buy the ISACA AAIA pack?

258 practice questions as a PDF, each with the correct answer, a full explanation and a note on why the other options are wrong, plus a separate questions-only PDF for timed practice.

How quickly do I receive it?

Straight away. The full PDF and a questions-only copy are emailed to you the moment your payment goes through, and the same links are on your order page.

Is there a free sample?

Yes. Ten questions from this pack, with answers and explanations, are free on this page and as a PDF, so you can judge the quality before you pay.

Are updates included?

Yes. The pack is updated every month for as long as the exam is live, and updates are free for everyone who has bought it.

What if I fail the exam?

We refund the pack. Sit the exam 7 to 30 days after buying, then send your official score report within 7 days of the exam date, as set out in the refund policy.

Can I share it with colleagues?

Each purchase is licensed to one person. For a team, school or training organisation, email support@certstash.com for a licence that fits.

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