Which of the following BEST ensures the integrity of data sets used to train AI models?

1. A. Collection and retention of only necessary data sets
2. B. Tracking and verification of data sets via cryptographic controls
3. C. Appropriate storage of data sets according to documented classification processes
4. D. Clear documentation of data sources, types used, and processing steps

Correct Answer: B

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

1. A. Data minimization
2. B. Data augmentation
3. C. Adversarial training
4. D. Fairness constraints

Correct Answer: D

Which of the following is the BEST way to ensure role clarity and staff effectiveness when implementing AI-assisted security monitoring tools?

1. A. Delay implementation until more data scientists are hired
2. B. Increase budgets for AI certifications
3. C. Update the security program to include cross-functional AI-specific responsibilities
4. D. Transition responsibilities to external consultants

Correct Answer: C

A vendor switched its chatbot??s AI model without due diligence, causing unethical investment advice. What control BEST prevents this scenario?

1. A. Master services agreement
2. B. Change management
3. C. Shared responsibility model
4. D. Data minimization

Correct Answer: B

Which of the following is the MAIN objective of the operational phase of AI life cycle management?

1. A. Optimize the model??s algorithms
2. B. Align the model to business needs
3. C. Monitor model performance
4. D. Obtain end-user feedback

Correct Answer: C