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Last Updated: Jul 22, 2026

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CompTIA CY0-001 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI Governance, Risk and Compliance19%- Risk management for AI
  • 1. AI risk identification and assessment
  • 2. Risk mitigation and control strategies
- Compliance and legal requirements
  • 1. Transparency, accountability and auditability
  • 2. Data protection and privacy laws
- Governance frameworks and policies
  • 1. Responsible AI principles and ethics
  • 2. Organizational AI governance structures
  • 3. Global standards: NIST AI RMF, EU AI Act
Topic 2: AI-assisted Security24%- AI in security strategy and operations
  • 1. Compliance monitoring and auditing
  • 2. Threat modeling and risk assessment
- Security automation and orchestration
  • 1. Workflow automation and response playbooks
  • 2. Vulnerability management and assessment
- AI for threat detection and response
  • 1. Anomaly detection and behavioral analysis
  • 2. Accelerated threat hunting
  • 3. Automated incident triage and correlation
Topic 3: Securing AI Systems40%- 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. Data protection: integrity, confidentiality, privacy
  • 2. Model security: access, integrity, anti-tampering
  • 3. Deployment environment security
- Secure AI development and operations
  • 1. Secure MLOps and AI pipeline design
  • 2. DevSecOps integration for AI
Topic 4: Basic AI Concepts Related to Cybersecurity17%- AI-driven threats and risks
  • 1. Adversarial machine learning attacks
  • 2. Malicious use of generative AI
  • 3. Automated phishing, polymorphic malware
- Core AI principles and terminology
  • 1. Generative AI concepts and capabilities
  • 2. Machine learning, deep learning, NLP, automation
- AI applications in security
  • 1. Security automation and decision support
  • 2. Threat detection and anomaly analysis

CompTIA SecAI+ Certification Sample Questions:

1. Which of the following is most resistant to AI manipulation?

A) Application programming interface (API) gateway
B) Payloads
C) Antivirus
D) AI-generated content
E) Attack surface reduction


2. A security analyst is aware of an active penetration test in the environment. The analyst examines SIEM log data and notices the following AI system output:

Which of the following is the vulnerability that has occurred and the control the analyst should implement?

A) The vulnerability is role impersonation, and the analyst should use validation.
B) The vulnerability is model hallucinations, and the analyst should develop output validations.
C) The vulnerability is prompt injection, and the analyst should use endpoint detection response (EDR).
D) The vulnerability is sensitive information disclosure, and the analyst should employ masking.
E) The vulnerability is jailbreaking, and the analyst should utilize role-based access control.


3. A team of engineers builds an application using a large language model (LLM). The application is built on Linux and is hosted on a virtual server. Users must create an account in order to access and use the platform.
Which of the following should the team do to protect the account credentials?

A) Implement hashing and encryption.
B) Update the Linux and virtual servers.
C) Patch the model with the latest data set.
D) Deploy an authenticated application programming interface (API).


4. Instructions: Use the drop-down menus to define two appropriate security controls for each component of the AI system. Each control may be used only once.
An engineer is deploying a new AI system and wants to integrate it into the core system through an API.


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


Solutions:

Question # 1
Answer: E
Question # 2
Answer: D
Question # 3
Answer: A
Question # 4
Answer: Only visible for members
Question # 5
Answer: B

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