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CompTIA SecAI+ Certification Sample Questions:

1. A healthcare company deploys an AI chatbot that implements retrieval-augmented generation (RAG) using the company ' s historical data set. The chatbot output contains patient information.
Which of the following is the most effective technique to mitigate this vulnerability?

A) Normalization
B) Masking
C) Minimization
D) Classification

2. An AI security administrator notices that the information referenced by the model is incorrectly formatted and missing values.
Which of the following job roles would most likely be responsible for correcting this error?

A) Platform engineer
B) Data engineer
C) AI architect
D) Machine learning operations (MLOps) engineer

3. During an update, an AI system flags some potential compatibility issues and provides recommendations. An administrator reviews the recommendations before addressing the issues.
Which of the following processes describes this scenario?

A) Data validation
B) Data preparation
C) Model evaluation
D) Human-in-the-loop

4. A recent release of an AI software update exposes confidential customer information due to storage misconfiguration.
Which of the following data security controls will help maintain confidentiality despite the data leak?

A) Encryption at rest
B) Model encryption
C) Encryption in use
D) Encryption in transit

5. A management team is concerned about an unexpected cost increase for a public-facing AI chatbot.
Which of the following should a security administrator examine first to determine the root cause?

A) Vector database input/output operations per second performance
B) Firewall logs
C) Web application firewall (WAF) rules
D) Model token usage

Solutions: