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CompTIA SecAI+ Certification Sample Questions:

1. An organization wants to reduce vulnerabilities after deployment. The organization decides to incorporate an AI-assisted early detection and vulnerability identification process in its development workflow.
Which of the following AI-assisted functions is the best option?

A) Incident management
B) System auditing
C) Code linting
D) Automated deployment/rollback

2. A security engineer needs to monitor an AI-based system for runtime operations. The engineer is mostly concerned about the visibility of internal activity.
Which of the following is the most appropriate monitoring solution?

A) Deploying a security information and event management (SIEM) tool
B) Implementing a web application firewall (WAF) with header logging
C) Enabling stack call and debugging level traces at the function level
D) Relying on vendor model controls and monitoring prompt inputs

3. An IT company implements an adaptable chatbot that learns from user prompts. Based on the conversation shown - where User 2 injected false information about a company acquisition that caused the chatbot to give incorrect responses to User 3 - which of the following compensating controls should an administrator implement to mitigate the issue?

A) Transfer learning
B) Data encryption
C) Rate-limiting application programming interfaces (APIs)
D) Guardrails

4. An organization develops a chatbot that does not provide harmful or explicit responses, must use clean and professional language, and ensures that responses are accurate.
Which of the following should the organization conduct after the chatbot is fully developed but before a customer-facing deployment?

A) Guardrail testing and validation
B) Regression modeling and minimization
C) Model auditing and evaluation
D) Data labeling and classification

5. Which of the following roles best supports the implementation of AI governance, risk, and compliance (GRC)? (Choose two.)

A) Software developer
B) Data scientist
C) Network engineer
D) Security architect
E) Security operations center (SOC) analyst
F) Desktop specialist

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