Free AAISM Practice Test Questions 2026

An organization is deploying an automated AI cybersecurity system. Which of the following would be the MOST effective strategy to minimize human error and improve overall security?

A. Conducting periodic penetration testing

B. Using historical data to train AI detection software

C. Utilizing machine learning (ML) algorithms to ensure responsible use

D. Implementing manual monitoring of potential alerts

An organization is evaluating a SaaS-based HR system that uses AI for resume vetting. Which control is MOST important?

A. Inclusion of diverse and representative training data

B. Availability of backups

C. Vendor conformity assessments

D. Encryption and isolation of customer data

To ensure ethical and responsible AI use, which AI usage policy metric is MOST important to monitor?

A. Number of policy violations

B. Number of AI projects reviewed for compliance

C. Frequency of policy consultations by employees

D. Frequency of policy reviews and updates

In the context of generative AI, which of the following would be the MOST likely goal of penetration testing during a red-teaming exercise?

A. Generate outputs that are unexpected using adversarial inputs

B. Stress test the model’s decision-making process

C. Degrade the model’s performance for existing use cases

D. Replace the model’s outputs with entirely random content

Which of the following AI-driven systems should have the MOST stringent recovery time objective (RTO)?

A. Health support system

B. Credit risk modeling system

C. Car navigation system

D. Industrial control system

Which of the following BEST describes how supervised learning models help reduce false positives in cybersecurity threat detection?

A. They analyze patterns in data to group legitimate activity from actual threats

B. They use real-time feature engineering to automatically adjust decision boundaries

C. They learn from historical labeled data

D. They dynamically generate new labeled data sets

An organization has discovered that employees have started regularly utilizing open-sourcegenerative AI without formal guidance. Which of the following should be the CISO’s GREATEST concern?

A. Lack of monitoring

B. Policy violations

C. Data leakage

D. Model hallucinations

Which of the following is MOST important for an organization to consider when implementing a preventive security safeguard into a new AI product?

A. Input sanitization

B. Model output monitoring

C. Penetration testing

D. Differential privacy

An organization develops and implements an AI-based plug-in for users that summarizes their individual emails. Which of the following is the GREATEST risk associated with this application?

A. Lack of application vulnerability scanning

B. Data format incompatibility

C. Insufficient rate limiting for APIs

D. Inadequate controls over parameters

Which of the following MOST effectively addresses bias in generative AI models?

A. Data minimization

B. Data augmentation

C. Adversarial training

D. Fairness constraints

An attack has occurred on an AI system that has been in use for two years. Which of the following would BEST mitigate the impact of the attack?

A. Monitoring AI systems for suspicious activities

B. Updating deployed training data with new adversarial data

C. Replacing the AI model with a new model that hides confidence levels

D. Implementing strict access controls to the model’s architecture

The PRIMARY reason to conduct a privacy impact assessment (PIA) on an AI system is to:

A. Identify applicable regulations

B. Determine whether personal data is poisoned

C. Build customer confidence

D. Analyze how personal data is handled