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CompTIA SecAI+ Certification Sample Questions:

1. An organization implements a domain-specific AI chatbot. After operating normally for weeks, the model returns contextually incorrect responses - treating ' worm ' as a biological pest rather than a computer worm when answering a cybersecurity question.
Which of the following should the organization do to address the issue?

A) Encrypt the weights at rest.
B) Apply model access controls.
C) Configure guardrails.
D) Deploy prompt templates.

2. Which of the following is a risk addressed by responsible AI?

A) Data poisoning
B) Reputational loss
C) Response bias
D) Model drift

3. An AI security team must assess the probability of an attack on its new system and the impact associated with such an attack.
Which of the following threat-modeling resources best addresses the threat landscape for machine learning (ML)?

A) MITRE Adversarial Threat Landscape for AI Systems (ATLAS)
B) Open Worldwide Application Security Project (OWASP)
C) Common Vulnerabilities and Exposures (CVE) AI working group
D) Massachusetts Institute of Technology (MIT) risk repository

4. A security analyst is preparing a presentation for the sales team that describes the most common vulnerabilities that are specific to AI applications.
Which of the following is the best source for the analyst to consult?

A) International Organization for Standards (ISO) 27001
B) National Institute of Technologies Risk Management Framework (NIST-RMF)
C) Common Weakness Enumeration (CWE)
D) Open Worldwide Application Security Project (OWASP)

5. A security analyst is aware of an active penetration test in the environment. The analyst examines SIEM log data and notices the following AI system output:

Which of the following is the vulnerability that has occurred and the control the analyst should implement?

A) The vulnerability is model hallucinations, and the analyst should develop output validations.
B) The vulnerability is jailbreaking, and the analyst should utilize role-based access control.
C) The vulnerability is role impersonation, and the analyst should use validation.
D) The vulnerability is prompt injection, and the analyst should use endpoint detection response (EDR).
E) The vulnerability is sensitive information disclosure, and the analyst should employ masking.

Solutions: