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CompTIA SecAI+ Certification Exam Sample Questions (Q83-Q88):

NEW QUESTION # 83
A disgruntled employee changed the company policies that a chatbot references in order to create confusion and disrupt the business. Which of the following AI-generated vulnerabilities is the employee exploiting?

A. Data reduction
B. Data masking
C. Data poisoning
D. Data leaking

Answer: C

Explanation:
Altering the source data (policy content) that the chatbot relies on corrupts its knowledge and behavior, which is characteristic of data poisoning attacks.

NEW QUESTION # 84
An organization is concerned with the exposure of sensitive data. Which of the following is the most relevant security concern?

A. Overfitting
B. Model inversion
C. Data normalization
D. Hyperparameter tuning

Answer: B

Explanation:
Model inversion is a security concern where attackers can reconstruct or infer sensitive training data from the AI model's outputs. This directly threatens data confidentiality, making it the most relevant concern for sensitive data exposure.

NEW QUESTION # 85
A customer-facing, AI-powered chatbot has been jailbroken through prompt injections. As a result, the AI model is offering a 99% discount on the purchase of a new vehicle. Which of the following should be implemented to enhance the model's robustness against such attacks?

A. Log monitoring
B. Guardrails
C. Bias filtering
D. System prompt

Answer: B

Explanation:
Guardrails enforce strict rules on what the AI model can and cannot do, preventing malicious prompt injections from overriding intended behavior. In this case, guardrails would stop the chatbot from generating unauthorized offers such as extreme discounts.

NEW QUESTION # 86
A cybersecurity analyst wants to choose a machine learning (ML) model to classify log entries while providing the best explainability. Which of the following models should the analyst use?

A. Decision trees
B. Neural networks
C. Generative adversarial network (GAN)
D. Large language model (LLM)

Answer: A

Explanation:
Decision trees provide clear and interpretable decision paths, making them highly explainable compared to complex models like neural networks or GANs. This makes them the best choice for classifying log entries when explainability is a priority.

NEW QUESTION # 87
Which of the following requires developers to harden infrastructure to protect AI systems?

A. Acceptable use policies
B. Development guidelines
C. Intake processes
D. Configuration standards

Answer: D

Explanation:
Configuration standards define how infrastructure and systems must be securely set up and maintained. By following these standards, developers harden the environment that supports AI systems, reducing risks from misconfigurations and vulnerabilities.

NEW QUESTION # 88
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