Free AAISM Practice Test Questions 2026

Which of the following is BEST for analyzing true positives, true negatives, false positives, and false negatives produced by an AI model?

A. Hyperparameter tuning

B. Precision

C. Confusion matrix

D. Recall

Which of the following is the MOST important consideration for an organization that has decided to adopt AI to leverage its competitive advantage?

A. Develop a comprehensive strategic roadmap for AI integration

B. Develop a comprehensive risk management process to address AI-related issues

C. Develop internal training programs on AI governance, risk, and compliance (GRC)

D. Develop a business case for the procurement of AI monitoring tools

When addressing privacy concerns related to AI, what is the GREATEST significance of user consent?

A. It prevents unauthorized access to data

B. It enables deletion/modification of personal data

C. It allows the organization to process user data in the AI system

D. It helps detect bias and ensure fairness

An organization is implementing AI agent development across multiple engineering teams. Which of the following is the MOST important focus of AI-specific security training for developers?

A. Prompt injection, agent memory control, and insecure tool execution

B. Dataset bias, explainability, and fairness in model decisions

C. Output moderation, hallucination handling, and policy alignment

D. API abuse, data leakage, and third-party plug-in risk

For a life insurance company deploying AI for fraud detection, which factor is MOST critical?

A. Robustness

B. Accuracy

C. Explainability

D. Adaptability

Which of the following approaches BEST helps reduce model bias?

A. Ensuring diversity in training data sources

B. Utilizing a more complex architecture

C. Decreasing frequency of model updates

D. Increasing the number of labels per instance

An aerospace manufacturing company that prioritizes accuracy and security has decided to use generative AI to enhance operations. Which of the following large language model (LLM) adoption plans BEST aligns with the company’s risk appetite?

A. Developing a public LLM to automate critical functions

B. Purchasing an LLM dataset on the open market

C. Contracting LLM access from a reputable third-party provider

D. Developing a private LLM to automate non-critical functions

An organization is adopting an agentic AI solution from an external vendor to support internal IT operations. Which of the following provides the MOST reliable and independently verifiable evidence of implemented security controls?

A. Industry benchmarking peer review

B. Third-party audit reports

C. Internal red-team testing reports

D. General AI security whitepapers

An organization is adopting an agentic AI solution from an external vendor to support its internal IT operations. To evaluate the security posture of this system, which of the following provides the MOST reliable and independently verifiable evidence of implemented security controls?

A. Internal red team testing reports

B. Industry benchmarking peer review

C. General AI security whitepapers

D. Third-party audit reports

A large pharmaceutical company using a new AI solution to develop treatment regimens is concerned about potential hallucinations with the introduction of real-world data. Which of the following is MOST likely to reduce this risk?

A. Penetration testing

B. Human-in-the-loop

C. AI impact analysis

D. Data asset validation

When creating a use case for an AI model that provides sensitive decisions affecting end users, which of the following is the GREATEST benefit of using model cards?

A. Ethical considerations of the model are documented

B. Technical instructions for model deployment are created

C. Data collection requirements are reduced

D. Model type selection is documented

When addressing privacy concerns related to AI systems, which of the following is the GREATEST significance of user consent for an organization?

A. It helps the organization detect biases and ensure fairness

B. It enables users to delete and modify their personal data

C. It prevents unauthorized access to data within the AI system