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CompTIA CY0-001 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Securing AI Systems	40%	- Defending against AI-specific attacks 1. Threat modeling for AI lifecycles 2. Prompt injection, data poisoning, model inversion 3. Adversarial example defense - Security controls for AI systems 1. Model security: access, integrity, anti-tampering 2. Data protection: integrity, confidentiality, privacy 3. Deployment environment security - Secure AI development and operations 1. Secure MLOps and AI pipeline design 2. DevSecOps integration for AI
Topic 2: Basic AI Concepts Related to Cybersecurity	17%	- AI-driven threats and risks 1. Malicious use of generative AI 2. Adversarial machine learning attacks 3. Automated phishing, polymorphic malware - AI applications in security 1. Threat detection and anomaly analysis 2. Security automation and decision support - Core AI principles and terminology 1. Machine learning, deep learning, NLP, automation 2. Generative AI concepts and capabilities
Topic 3: AI Governance, Risk and Compliance	19%	- Risk management for AI 1. AI risk identification and assessment 2. Risk mitigation and control strategies - Governance frameworks and policies 1. Organizational AI governance structures 2. Global standards: NIST AI RMF, EU AI Act 3. Responsible AI principles and ethics - Compliance and legal requirements 1. Data protection and privacy laws 2. Transparency, accountability and auditability
Topic 4: AI-assisted Security	24%	- AI in security strategy and operations 1. Threat modeling and risk assessment 2. Compliance monitoring and auditing - Security automation and orchestration 1. Vulnerability management and assessment 2. Workflow automation and response playbooks - AI for threat detection and response 1. Anomaly detection and behavioral analysis 2. Accelerated threat hunting 3. Automated incident triage and correlation

CompTIA SecAI+ Certification Sample Questions:

1. Which of the following job roles in an organizational governance structure develops a model from business use cases?

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

2. An organization develops a chatbot that does not provide harmful or explicit responses, must use clean and professional language, and ensures that responses are accurate.
Which of the following should the organization conduct after the chatbot is fully developed but before a customer-facing deployment?

A) Regression modeling and minimization
B) Model auditing and evaluation
C) Guardrail testing and validation
D) Data labeling and classification

3. An architect is using the firm ' s recommended large language model (LLM) to find an internal solution for content management.
Given the following:

Which of the following controls is the best for mitigating this issue?

A) Model training
B) Response validation
C) Integrity monitoring
D) Access controls

4. Which of the following is the primary purpose of validating data for an AI system?

A) To reduce consumption of resources
B) To automate the process
C) To ensure bias-free outcomes
D) To optimize the storage databases

5. An automobile manufacturer implements a chatbot to assist with configuration options for customer automobiles. Given a customer ' s prompt, the chatbot gives offensive responses.
Which of the following describes this behavior?

A) Jailbreaking
B) Model theft
C) Model skewing
D) Insecure output handling

Solutions:

Question # 1
Answer: A

Question # 2
Answer: C

Question # 3
Answer: B

Question # 4
Answer: C

Question # 5
Answer: A

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