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CompTIA SecAI+ Certification Sample Questions:

1. An AI architect reviews AI utilization and wants to improve the user experience.
Which of the following should the architect review within the logs?

A) Rate monitoring
B) Access controls
C) Model accuracy
D) Data storage

2. A security consultant must summarize the impact of posture management on a machine learning (ML) use case.
Which of the following is the most appropriate reference for this purpose?

A) European Union AI Act
B) Organization for Economic Co-operation and Development (OECD) standards
C) Generative adversarial network (GAN)
D) National Institute of Standards and Technology (NIST) AI Risk Management Framework (RMF)

3. During the selection of a machine learning (ML)-based threat classification model, a cybersecurity administrator verifies that label distribution is highly unbalanced.
Which of the following processing techniques should the engineer use to balance the model?

A) Data lineage
B) Data verification
C) Data augmentation
D) Data provenance

4. Instructions: Click the (+) to assign each threat category into its appropriate framework.
An architect is modeling an agentic system to meet security standards.

5. Instructions: Use the drop-down menus to define two appropriate security controls for each component of the AI system. Each control may be used only once.
An engineer is deploying a new AI system and wants to integrate it into the core system through an API.

Solutions: