Free AAISM Practice Test Questions 2026

A retail organization implements an AI-driven recommendation system that utilizes customer purchase history. Which of the following is the BEST way for the organization to ensure privacy and comply with regulatory standards?

A. Conducting quarterly retraining of the AI model to maintain the accuracy of recommendations

B. Maintaining a register of legal and regulatory requirements for privacy

C. Establishing a governance committee to oversee AI privacy practices

D. Storing customer data indefinitely to ensure the AI model has a complete history

A data scientist creating categories and training the algorithm on large data sets is an example of which type of AI model learning technique?

A. Reinforcement

B. Unsupervised

C. Machine learning (ML)

D. Supervised

An organization is designing an AI-based credit risk assessment system integrating sensitive financial data. Which option BEST supports security-by-design?

A. Integrating differential privacy mechanisms into model training

B. Applying threat modeling specific to AI components before deployment

C. Segmenting AI services across containers

D. Restricting access to AI models using IP allow lists

An organization implementing a large language model (LLM) application notices significant and unexpected cost increases due to excessive computational resource usage. Which vulnerability is MOST likely in need of mitigation?

A. Excessive agency

B. Sensitive information disclosure

C. System prompt leakage

D. Unbounded consumption

Which of the following controls BEST mitigates the risk of bias in AI models?

A. Robust access control techniques

B. Regular data reconciliation

C. Cryptographic hash functions

D. Diverse data sourcing strategies

Which of the following would BEST help mitigate vulnerabilities associated with hidden triggers in generative AI models?

A. Regularly retraining the model using a diverse data set

B. Applying differential privacy and masking sensitive patterns in the training data

C. Incorporating adversarial training to expose and neutralize potential triggers

D. Monitoring model outputs and suspicious patterns to detect trigger activations

An organization is facing a deepfake attack intended to manipulate stock prices. The organization’s crisis communication plan has been activated. Which of the following is MOST important to include in the initial response?

A. Conduct employee awareness training on recognizing deepfake videos and audio

B. Provide clarifying information in a pre-approved public statement

C. Conduct a detailed forensic analysis to identify the source of the deepfake

D. Engage with brand monitoring services to track social media activity

An organization is deploying a large language model (LLM) and is concerned that input manipulations may compromise its integrity. Which of the following is the MOST effective way to determine an acceptable risk threshold?

A. Restrict all user inputs containing special characters

B. Deploy a real-time logging and monitoring system

C. Implement a static risk threshold by limiting LLM outputs

D. Assess the business impact of known threats

Which of the following is the MOST likely cause of model drift?

A. Data poisoning

B. Perfect knowledge

C. Membership inference

D. Model stealing

Which of the following is the BEST reason to immediately disable an AI system?

A. Excessive model drift

B. Slow model performance

C. Overly detailed model outputs

D. Insufficient model training

What BEST protects trade secrets related to AI technologies during their life cycle?

A. Enforcing trademark rights

B. Restricting access to sensitive data

C. Patenting AI algorithms and data

D. Watermarking AI output

What is the PRIMARY purpose of a dedicated AI management system policy?

A. Minimizing environmental impact

B. Optimizing AI model accuracy

C. Complying with external regulations

D. Providing a framework to set AI objectives