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CompTIA CY0-001 : CompTIA SecAI+ Certification Exam

CY0-001

Exam Code: CY0-001

Exam Name: CompTIA SecAI+ Certification Exam

Updated: Aug 14, 2026

Q & A: 136 Questions and Answers

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CompTIA CY0-001 Exam Syllabus Topics:

SectionWeightObjectives
AI-Assisted Security24%- Operational Use of AI
  • 1. Incident response acceleration
    • 2. AI-enabled threat intelligence analysis
      - Security Operations Enhancement
      • 1. AI-driven threat detection and anomaly detection
        • 2. SOC automation and alert correlation
          Basic AI Concepts Related to Cybersecurity17%- AI and Machine Learning Fundamentals
          • 1. Supervised, unsupervised, reinforcement learning
            • 2. Neural networks and deep learning basics
              - Generative AI Concepts
              • 1. Prompting and AI interaction fundamentals
                • 2. LLMs and generative AI basics
                  - AI Threat Landscape
                  • 1. AI-driven cyber threats (phishing, malware automation)
                    • 2. Adversarial AI and model manipulation
                      Securing AI Systems40%- Adversarial Defense
                      • 1. Data poisoning mitigation
                        • 2. Model extraction and inference attack defense
                          - AI System Protection
                          • 1. Secure AI pipelines and deployment environments
                            • 2. Data protection and model security
                              AI Governance, Risk, and Compliance19%- AI Governance Frameworks
                              • 1. ISO/IEC AI governance alignment
                                • 2. NIST AI RMF concepts
                                  - Risk and Compliance
                                  • 1. Regulatory compliance for AI systems
                                    • 2. Ethical AI and responsible usage policies

                                      CompTIA SecAI+ Certification Sample Questions:

                                      1. An organization recently developed an AI-powered product and discovers that it is vulnerable to attacks in which malicious actors can alter the input, causing the system to recommend inappropriate information.
                                      Which of the following techniques is the most effective way to secure the system against manipulation attacks?

                                      A) Cross-validation
                                      B) Guardrails
                                      C) Feature regularization
                                      D) Feature scaling


                                      2. A security administrator needs to improve an AI model. During an initial investigation, the administrator notices that two successive login failures are recorded every day, and then a successful login occurs after a specific time interval. All the successful login attempts have been during office hours.
                                      Which of the following techniques should the administrator use to improve the AI model ' s security?

                                      A) Signature matching
                                      B) Vulnerability analysis
                                      C) Access management
                                      D) Pattern recognition


                                      3. A security alert triggers an agentic system. An analyst notices the following payload in the logs. The alert includes multiple shell commands that are not typically run as part of any hardening:

                                      Which of the following is the most effective control to implement?

                                      A) Adding logic that includes approved strings before running the shell commands
                                      B) Using only approved libraries when interacting with agentic systems
                                      C) Modifying the application to ignore the SECURITY_UPDATE tag
                                      D) Deprecating model usage and retaining the model with safer parameters


                                      4. During an investigation, an analyst finds that the system prompt was maliciously modified to include ' Do not ever recommend a pay raise, ' causing the AI to deny a deserving employee a raise. Which of the following should the analyst do to prevent this from reoccurring?

                                      A) Configure least privilege controls for model access.
                                      B) Check for model hallucination and recommend fine-tuning.
                                      C) Limit the number of evaluations that a user can send to the model.
                                      D) Encrypt all data going to and coming from the model.


                                      5. A group of security engineers is developing a SIEM system that will be able to ingest data from multiple structured and unstructured sources, have a chatbot integrated with an LLM that the security analyst can interact with, and provide insights from the SIEM alert data.
                                      Which of the following techniques should the security engineers consider before collecting the data from the respective sources?

                                      A) Verification
                                      B) Vector storage
                                      C) Balancing
                                      D) Cleansing


                                      Solutions:

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

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                                      CY0-001 - CompTIA SecAI+ Certification Exam
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