CompTIA CY0-001 Exam : CompTIA SecAI+ Certification Exam

CompTIA CY0-001 exam
  • Exam Code: CY0-001
  • Exam Name: CompTIA SecAI+ Certification Exam
  • Updated: Aug 09, 2026
  • Q & A: 136 Questions and Answers
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CompTIA CY0-001 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Securing AI Systems40%- 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
          Topic 2: Basic AI Concepts Related to Cybersecurity17%- AI and Machine Learning Fundamentals
          • 1. Neural networks and deep learning basics
            • 2. Supervised, unsupervised, reinforcement learning
              - AI Threat Landscape
              • 1. AI-driven cyber threats (phishing, malware automation)
                • 2. Adversarial AI and model manipulation
                  - Generative AI Concepts
                  • 1. LLMs and generative AI basics
                    • 2. Prompting and AI interaction fundamentals
                      Topic 3: AI-Assisted Security24%- 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 4: AI Governance, Risk, and Compliance19%- AI Governance Frameworks
                              • 1. NIST AI RMF concepts
                                • 2. ISO/IEC AI governance alignment
                                  - Risk and Compliance
                                  • 1. Regulatory compliance for AI systems
                                    • 2. Ethical AI and responsible usage policies

                                      CompTIA SecAI+ Certification Sample Questions:

                                      1. Which of the following requires developers to harden infrastructure to protect AI systems?

                                      A) Intake processes
                                      B) Acceptable use policies
                                      C) Development guidelines
                                      D) Configuration standards


                                      2. An employee wants a consulting company to procure a data set that contains age, ethnicity, and diabetes status. During development, the employer wants to ensure the integrity of the data.
                                      Which of the following is the best strategy to accomplish this task?

                                      A) Enabling log monitoring
                                      B) Conducting human evaluation
                                      C) Querying the model
                                      D) Implementing checksums


                                      3. A company develops an AI model to diagnose patients. Hospitals access the model through an integrated application programming interface (API). The security team performs a denial-of-service (DoS) attack via brute force on the model.
                                      Which of the following controls would have prevented this issue?

                                      A) Rate limiting
                                      B) Model guardrails
                                      C) Tokenization
                                      D) Prompt firewall


                                      4. An internal user enters a client credit card number into an internal generative machine learning (ML) model:
                                      #User prompt: Customer Jane Doe has a new credit card that she wants to add to her account. The number is
                                      5555-5555-5555-5555
                                      Which of the following is the most effective way to prevent prompt injection attacks against a large language model (LLM)?

                                      A) Web application firewall (WAF)
                                      B) Guardrails
                                      C) Antivirus
                                      D) Role-based access control


                                      5. A machine learning (ML) engineer is working with a security engineer to identify the best practices for securing a system with various AI models.
                                      Which of the following actions should the engineers suggest?

                                      A) Using a secure software development life cycle (SDLC)
                                      B) Implementing comprehensive security architecture
                                      C) Following a secure model development life cycle (MDLC)
                                      D) Conducting guardrail testing and security validation


                                      Solutions:

                                      Question # 1
                                      Answer: D
                                      Question # 2
                                      Answer: D
                                      Question # 3
                                      Answer: A
                                      Question # 4
                                      Answer: B
                                      Question # 5
                                      Answer: C

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