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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI-Assisted Security | 24% | - Operational Use of AI
|
| Topic 2: Basic AI Concepts Related to Cybersecurity | 17% | - AI and Machine Learning Fundamentals
|
| Topic 3: AI Governance, Risk, and Compliance | 19% | - Risk and Compliance
|
| Topic 4: Securing AI Systems | 40% | - Adversarial Defense
|
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NEW QUESTION # 114
Which of the following International Organization for Standardization (ISO) standards contains compliance requirements for building an AI management system?
Answer: D
Explanation:
Basic Concept: ISO develops management system standards for various organizational domains. For organizations building and managing AI systems in a structured, compliant manner, the appropriate ISO standard must specifically address the unique requirements of AI management systems including risk governance, lifecycle management, and accountability. CompTIA SecAI+ Exam Objectives cover ISO standards applicable to AI governance.
Why D is Correct: ISO 42001 (Artificial Intelligence Management System - AIMS) is the international standard specifically designed for building and managing AI management systems. It provides compliance requirements and guidance for establishing, implementing, maintaining, and continually improving an organization ' s AI management system, addressing AI-specific concerns including risk management, AI system governance, accountability, transparency, and continuous improvement for AI applications.
Why A is Wrong: ISO 20000 is the Information Technology Service Management (ITSM) standard covering IT service delivery processes, SLAs, incident management, and change management. It is not an AI management standard and does not address AI-specific governance requirements.
Why B is Wrong: ISO 27001 is the Information Security Management System (ISMS) standard addressing organizational information security risk management through controls and policies. While relevant to data security in AI systems, it does not contain requirements specifically for building an AI management system.
Why C is Wrong: ISO 27018 is a code of practice for protection of personally identifiable information (PII) in public cloud computing environments, extending ISO 27001 for cloud privacy. It addresses cloud PII protection rather than AI system management compliance requirements.
NEW QUESTION # 115
Which of the following attacks would be the best to automate with AI during dynamic application software testing (DAST)?
Answer: B
Explanation:
During DAST, automating the generation of diverse, targeted attack payloads lets testers probe runtime inputs (e.g., XSS, SQLi, command injection) more thoroughly and discover vulnerabilities that manual or static tests might miss.
NEW QUESTION # 116
User experience is declining since the launch of a large language model (LLM) in internal networks. Which of the following should be the highest priority for the prompt engineers?
Answer: D
Explanation:
When user experience is declining after an LLM launch, the top priority for prompt engineers is quality control. Ensuring prompts produce accurate, relevant, and safe outputs directly improves usability and restores user trust.
NEW QUESTION # 117
Which of the following job roles in an organizational governance structure develops a model from business use cases?
Answer: A
Explanation:
Basic Concept: In AI governance, each role holds distinct responsibilities. Understanding these roles is core to CompTIA SecAI+ Domain 4 (AI Governance, Risk, and Compliance).
Why D is Correct: The Data Scientist is responsible for translating business use cases into working AI/ML models. They analyze business requirements, identify the appropriate machine learning approach, and develop models that fulfill specific business objectives. According to the CompTIA SecAI+ Study Guide, data scientists bridge raw data and actionable AI solutions by building and validating models derived from business-driven needs.
Why A is Wrong: A Platform Architect designs and manages the infrastructure and technical platforms hosting AI systems. Their focus is architectural design of the environment, not model development from business use cases.
Why B is Wrong: An AI Risk Analyst identifies, evaluates, and mitigates risks associated with AI adoption.
Their role is governance and risk-oriented, not model creation.
Why C is Wrong: An MLOps Engineer operationalizes, deploys, monitors, and maintains AI models in production. They take models already built by data scientists and ensure reliable operation at scale, not develop them from business use cases.
NEW QUESTION # 118
A security analyst is preparing a presentation for the sales team that describes the most common vulnerabilities that are specific to AI applications.
Which of the following is the best source for the analyst to consult?
Answer: C
Explanation:
Basic Concept: Identifying AI-specific application vulnerabilities requires consulting a resource that has cataloged and documented the unique vulnerability types that affect AI systems, particularly LLMs. Different security standards serve different purposes, and selecting the right reference for AI application vulnerabilities is essential. CompTIA SecAI+ Study Guide references OWASP for AI application vulnerability guidance.
Why C is Correct: OWASP maintains the OWASP Top 10 for Large Language Model Applications, which specifically catalogs the most critical and common vulnerabilities in AI applications including prompt injection, sensitive information disclosure, excessive agency, insecure output handling, and training data poisoning. This AI-specific vulnerability list is the most directly relevant and accessible resource for a presentation on AI application vulnerabilities.
Why A is Wrong: ISO 27001 is a general information security management system standard covering broad organizational security controls. It does not specifically catalog AI application vulnerabilities or LLM-specific weakness categories.
Why B is Wrong: CWE catalogues software weakness types at a code and design level for traditional software. While some weaknesses apply to AI systems, CWE does not have a dedicated AI application vulnerability taxonomy comparable to the OWASP LLM Top 10.
Why D is Wrong: NIST RMF is a risk management framework providing guidance for managing and reducing information security risk. It is a process framework, not a vulnerability catalog, and does not list specific AI application vulnerability types suitable for a vulnerabilities presentation.
NEW QUESTION # 119
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