CompTIA CY0-001 : CompTIA SecAI+ Certification Exam

  • Exam Code: CY0-001
  • Exam Name: CompTIA SecAI+ Certification Exam
  • Updated: Aug 20, 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: AI Governance, Risk, and Compliance19%- Risk and Compliance
          • 1. Regulatory compliance for AI systems
            • 2. Ethical AI and responsible usage policies
              - AI Governance Frameworks
              • 1. ISO/IEC AI governance alignment
                • 2. NIST AI RMF concepts
                  Topic 3: AI-Assisted Security24%- Operational Use of AI
                  • 1. AI-enabled threat intelligence analysis
                    • 2. Incident response acceleration
                      - Security Operations Enhancement
                      • 1. AI-driven threat detection and anomaly detection
                        • 2. SOC automation and alert correlation
                          Topic 4: Basic AI Concepts Related to Cybersecurity17%- AI and Machine Learning Fundamentals
                          • 1. Supervised, unsupervised, reinforcement learning
                            • 2. Neural networks and deep learning basics
                              - 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

                                      CompTIA SecAI+ Certification Sample Questions:

                                      1. Users report that the output of a generative AI application seems unrelated to the prompts and contains offensive content. A security team investigates and determines that there was an on-path attack.
                                      Which of the following is the most likely attack method?

                                      A) Model hijacking
                                      B) Domain hijacking
                                      C) Session hijacking
                                      D) Application server hijacking


                                      2. A team of data scientists is ready to release a model for enterprise use. The team wants to protect the model from unintentional changes or tampering.
                                      Which of the following is the most appropriate action?

                                      A) Provide secure copies of the model for local runtime usage.
                                      B) Restrict access to only IT professionals in the organization.
                                      C) Change the model to a large language model (LLM) for interactive features with guardrails.
                                      D) Integrate an application programming interface (API) with identity and access management (IAM) roles to interact with the model.


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


                                      4. Which of the following is an example of how a security analyst uses generative AI in the triage process?

                                      A) To summarize security findings by category
                                      B) To use statistical analysis for malicious code assessment
                                      C) To predict the next attack target with higher accuracy
                                      D) To tag malware using machine learning (ML) algorithms


                                      5. An IT company implements an adaptable chatbot that learns from user prompts. Based on the conversation shown - where User 2 injected false information about a company acquisition that caused the chatbot to give incorrect responses to User 3 - which of the following compensating controls should an administrator implement to mitigate the issue?

                                      A) Guardrails
                                      B) Transfer learning
                                      C) Rate-limiting application programming interfaces (APIs)
                                      D) Data encryption


                                      Solutions:

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

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