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CompTIA SecAI+ Certification Sample Questions:

1. Which of the following explains the reason a cybersecurity analyst prefers a machine learning (ML) model over a statistical model for attack classification?

A) The ability to learn complex problems and adapt to new information
B) A simplified development pipeline and deployment process
C) Improved performance with a small data set and high durability
D) Large community support and availability of global experts

2. A cybersecurity administrator generates patching reports using AI, but the process takes a long time. Which of the following is the best way to increase performance?

A) Configure the AI system prompt to specify summarization algorithms.
B) Have the AI download the full CVE database first to prevent multiple similar external queries.
C) Deploy a Model Context Protocol (MCP) server to delegate several versions of this query to the back- end LLM simultaneously.
D) Increase the amount of model tokens available to eliminate time-consuming session restarts.

3. A SOC analyst identifies that a user extracted the full system prompt from the company ' s chatbot by prompting it to repeat the last query and provide the entire conversation context. Which of the following mitigations reduces the risk to the AI system?

A) Enhancing model guardrails
B) Segregating and identifying external content
C) Using data version control to detect content manipulation
D) Restricting the LLM ' s access to internal services

4. A data scientist investigates reports that a production machine learning (ML) model no longer performs with accuracy.
The data scientist finds the following pipeline log entries:

Which of the following should the security team do to mitigate future occurrences?

A) Retrain the model on using increased data and epochs.
B) Enable human review and approval workflows in the repository.
C) Add static code scanning tooling to the runner job.
D) Keep multiple copies of the model for restoration.

5. An AI architect reviews AI utilization and wants to improve the user experience.
Which of the following should the architect review within the logs?

A) Access controls
B) Model accuracy
C) Data storage
D) Rate monitoring

Solutions: