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CompTIA SecAI+ Certification Sample Questions:

1. 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 verification
B) Data provenance
C) Data lineage
D) Data augmentation

2. An organization recently created a custom model that integrates with a language model (LLM). The developer notices that the application programming interface (API) costs have increased.
Which of the following is the best control to reduce cost?

A) Reducing the model size
B) Adjusting token limits
C) Implementing prompt templates
D) Increasing central processing unit (CPU) and memory

3. A security analyst finds that the AI system is under a denial-of-wallet attack.
Which of the following should the analyst enforce to protect the company? (Choose two.)

A) Output token controls
B) Endpoint access controls
C) Content delivery network (CDN)
D) Application programming interface (API) rate controls
E) Model fine-tuning
F) Modality controls

4. An organization recently developed an AI-powered product and discovers that it is vulnerable to attacks in which malicious actors can alter the input, causing the system to recommend inappropriate information.
Which of the following techniques is the most effective way to secure the system against manipulation attacks?

A) Feature scaling
B) Cross-validation
C) Guardrails
D) Feature regularization

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

Solutions: