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| Section | Weight | Objectives |
|---|
| Topic 1: AI Governance, Risk and Compliance | 19% | - Governance frameworks and policies
- 1. Responsible AI principles and ethics
- 2. Global standards: NIST AI RMF, EU AI Act
- 3. Organizational AI governance structures
- Compliance and legal requirements
- 1. Data protection and privacy laws
- 2. Transparency, accountability and auditability
- Risk management for AI
- 1. Risk mitigation and control strategies
- 2. AI risk identification and assessment
|
| Topic 2: Basic AI Concepts Related to Cybersecurity | 17% | - AI-driven threats and risks
- 1. Automated phishing, polymorphic malware
- 2. Adversarial machine learning attacks
- 3. Malicious use of generative AI
- 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-assisted Security | 24% | - AI in security strategy and operations
- 1. Compliance monitoring and auditing
- 2. Threat modeling and risk assessment
- Security automation and orchestration
- 1. Vulnerability management and assessment
- 2. Workflow automation and response playbooks
- AI for threat detection and response
- 1. Accelerated threat hunting
- 2. Automated incident triage and correlation
- 3. Anomaly detection and behavioral analysis
|
| Topic 4: Securing AI Systems | 40% | - Defending against AI-specific attacks
- 1. Adversarial example defense
- 2. Prompt injection, data poisoning, model inversion
- 3. Threat modeling for AI lifecycles
- Secure AI development and operations
- 1. DevSecOps integration for AI
- 2. Secure MLOps and AI pipeline design
- Security controls for AI systems
- 1. Data protection: integrity, confidentiality, privacy
- 2. Model security: access, integrity, anti-tampering
- 3. Deployment environment security
|
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Use Real CompTIA CY0-001 Exam Questions [2026] To Gain Brilliant Result
While the CompTIA CY0-001 practice questions in PDF format are helpful for learning all the relevant answers to clear the CY0-001 exam, we offer an additional tool to enhance your confidence and skills. Our online CompTIA Practice Test engine allows you to learn and practice for the CompTIA SecAI+ Certification Exam (CY0-001) exam simultaneously. This feature is designed to strengthen your knowledge and ensure you are fully prepared for success.
CompTIA SecAI+ Certification Exam Sample Questions (Q115-Q120):
NEW QUESTION # 115
A threat intelligence team wants to automate the analysis and summary of its in-depth reports for multiple target audiences. Which of the following is the best solution?
- A. Deploying a classifier model using regression to predict with multiple values
- B. Using a large language model (LLM) with a retrieval-augmented generation (RAG) architecture and updated data
- C. Developing a k-means clustering model that highlights threat groups
- D. Implementing natural language processing (NLP) to analyze sentiment
Answer: B
Explanation:
Using an LLM with retrieval-augmented generation and current data is the best solution because the requirement is to analyze substantial threat-intelligence material and generate tailored summaries for different audiences. CompTIA SecAI+ explicitly identifies document synthesis and summarization as an AI-assisted security automation use case and also includes retrieval-augmented generation as a core AI concept.
RAG enables the LLM to retrieve relevant information from an organization ' s current threat-intelligence repositories before generating its response. This improves factual grounding and allows reports to incorporate recent indicators, adversary information, vulnerabilities, campaigns, and internal findings that may not exist in the model ' s original training data. The LLM can then adapt the same underlying intelligence into executive summaries, analyst-level reports, or technical remediation guidance.
Sentiment analysis determines emotional or opinion-related characteristics and does not meet the summarization requirement. K-means clustering is useful for grouping similar observations but does not naturally generate audience-specific narrative reports. Regression predicts numerical values rather than synthesizing complex textual intelligence. Consequently, an LLM combined with RAG provides the strongest fit for automated, current, audience-aware threat-report analysis and summarization.
NEW QUESTION # 116
A manufacturing company wants to use AI within its operations to improve the efficiency and accuracy of its processes. Which of the following should the organization do first to enable adoption and achieve the business objectives?
- A. Achieve International Organization for Standardization (ISO) 42001 certification.
- B. Hire a data and AI architect.
- C. Introduce a generative adversarial network (GAN).
- D. Select a large language model (LLM).
Answer: B
Explanation:
The first step in adopting AI to meet business objectives is to establish the right expertise. A data and AI architect can design the overall strategy, infrastructure, and data pipelines needed for effective AI integration, ensuring alignment with operational goals before selecting specific models or certifications.
NEW QUESTION # 117
Which of the following responsible AI standards refers to a principle that clearly states the reasons behind the decisions for a particular conclusion?
- A. Accountability
- B. Auditability
- C. Explainability
- D. Transparency
Answer: C
Explanation:
Explainability is the responsible AI principle that ensures AI systems can provide clear reasoning for their decisions, allowing users to understand how and why a particular conclusion was reached.
NEW QUESTION # 118
A web server shows signs of SQL injection. Which control BEST prevents this?
- A. Account lockout
- B. Runtime application self-protection (RASP)
- C. Input validation
- D. SSL encryption
Answer: C
Explanation:
Validating and sanitizing user input is the core SQLi defense.
NEW QUESTION # 119
Which methods identify vulnerabilities BEFORE deployment? (Choose two.)
- A. Patch management
- B. Behavior analytics
- C. Design reviews
- D. Static code analysis
- E. Penetration testing
Answer: C,D
Explanation:
Pre-deployment assessments rely on design evaluation and code inspection.
NEW QUESTION # 120
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