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CompTIA CY0-001 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: AI Governance, Risk, and Compliance	19%	- Risk and Compliance 1. Regulatory compliance for AI systems 2. Ethical AI and responsible usage policies - AI Governance Frameworks 1. NIST AI RMF concepts 2. ISO/IEC AI governance alignment
Topic 2: AI-Assisted Security	24%	- Security Operations Enhancement 1. SOC automation and alert correlation 2. AI-driven threat detection and anomaly detection - Operational Use of AI 1. Incident response acceleration 2. AI-enabled threat intelligence analysis
Topic 3: Basic AI Concepts Related to Cybersecurity	17%	- Generative AI Concepts 1. Prompting and AI interaction fundamentals 2. LLMs and generative AI basics - AI and Machine Learning Fundamentals 1. Neural networks and deep learning basics 2. Supervised, unsupervised, reinforcement learning - AI Threat Landscape 1. Adversarial AI and model manipulation 2. AI-driven cyber threats (phishing, malware automation)
Topic 4: Securing AI Systems	40%	- Adversarial Defense 1. Model extraction and inference attack defense 2. Data poisoning mitigation - AI System Protection 1. Secure AI pipelines and deployment environments 2. Data protection and model security

CompTIA SecAI+ Certification Sample Questions:

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

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

3. An organization deploys an application programming interface (API) to allow external customers to perform tasks supported by internally developed AI models. Some customers require limited use of sensitive data.
After the API is deployed, customers report that the API returns sensitive data to all customers. Which of the following is the best action to take with the API?

A) Reconfigure the API to use different models.
B) Implement role-based access control.
C) Relocate the model to a virtual private cloud (VPC).
D) Retrain the models on the correct data.

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

5. Which of the following roles best supports the implementation of AI governance, risk, and compliance (GRC)? (Choose two.)

A) Data scientist
B) Software developer
C) Desktop specialist
D) Network engineer
E) Security architect
F) Security operations center (SOC) analyst

Solutions:

Question # 1
Answer: C

Question # 2
Answer: B

Question # 3
Answer: B

Question # 4
Answer: B,C

Question # 5
Answer: A,E