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CompTIA SecAI+ Certification Exam Sample Questions (Q16-Q21):

NEW QUESTION # 16
A security administrator needs to improve an AI model. During an initial investigation, the administrator notices that two successive login features are recorded every day, and then a successful login occurs after a specific time interval. All the successful login attempts have been during office hours.
Which of the following techniques should the administrator use to improve the AI model's security?

A. Vulnerability analysis
B. Pattern recognition
C. Signature matching
D. Access management

Answer: B

Explanation:
The administrator is analyzing repeated login behaviors and time-based patterns that precede successful access. Pattern recognition allows the AI model to detect these behavioral trends, improving its ability to identify anomalies or potential attacks while aligning with normal office-hour login behavior.

NEW QUESTION # 17
An internal user enters a client credit card number into an internal generative machine learning (ML) model:
#User prompt: Customer Jane Doe has a new credit card that she wants to add to her account. The number is 5555-5555-5555-5555 Which of the following is the most effective way to prevent prompt injection attacks against a large language model (LLM)?

A. Antivirus
B. Guardrails
C. Role-based access control
D. Web application firewall (WAF)

Answer: B

Explanation:
Guardrails are the primary security control for LLMs to prevent prompt injection attacks. They enforce rules on what inputs are accepted and how the model responds, blocking malicious or sensitive prompts (such as credit card numbers) before they can manipulate or exploit the model.

NEW QUESTION # 18
What control reduces the impact radius when a single host is compromised?

A. Network segmentation
B. Obfuscation
C. Redaction
D. Tokenization

Answer: A

Explanation:
Segmentation isolates systems and limits lateral movement.

NEW QUESTION # 19
User experience is declining since the launch of a large language model (LLM) in internal networks. Which of the following should be the highest priority for the prompt engineers?

A. Customer success management
B. Quality control
C. Business objectives
D. Sales life cycle

Answer: B

Explanation:
When user experience is declining after an LLM launch, the top priority for prompt engineers is quality control. Ensuring prompts produce accurate, relevant, and safe outputs directly improves usability and restores user trust.

NEW QUESTION # 20
Which of the following responsible AI standards refers to a principle that clearly states the reasons behind the decisions for a particular conclusion?

A. Transparency
B. Accountability
C. Explainability
D. Auditability

Answer: C

Explanation:
Explainability is the responsible AI principle that ensures AI systems can provide clear reasoning for their decisions, allowing users to understand how and why a particular conclusion was reached.

NEW QUESTION # 21
......

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