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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Basic AI Concepts Related to Cybersecurity | 17% | - AI-driven threats and risks
|
| Topic 2: AI-assisted Security | 24% | - AI in security strategy and operations
|
| Topic 3: AI Governance, Risk and Compliance | 19% | - Risk management for AI
|
| Topic 4: Securing AI Systems | 40% | - Defending against AI-specific attacks
|
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NEW QUESTION # 83
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?
Answer: D
Explanation:
Basic Concept: API-based AI systems are susceptible to DoS attacks where excessive requests overwhelm the system ' s ability to respond to legitimate users. Rate limiting is the standard control for preventing both intentional and unintentional API abuse. CompTIA SecAI+ Study Guide covers rate limiting as a key availability control for AI APIs.
Why C is Correct: Rate limiting restricts the number of requests a client can make to an API within a defined time window. In this scenario, a brute-force DoS attack works by sending a massive volume of requests to exhaust the model ' s resources. Rate limiting would have automatically throttled or blocked the excessive request volume, preventing the attack from succeeding and preserving service availability for legitimate hospital users.
Why A is Wrong: Tokenization replaces sensitive data values with non-sensitive placeholders. It is a data security control for protecting sensitive information such as patient identifiers, not a control for managing API request volumes or preventing DoS attacks.
Why B is Wrong: Model guardrails filter and constrain model inputs and outputs for safety and policy compliance. They inspect content quality, not request volume, and cannot prevent a volume-based DoS attack.
Why D is Wrong: A prompt firewall inspects the content of prompts for malicious patterns or policy violations. Like guardrails, it analyzes content rather than controlling request frequency and cannot prevent resource exhaustion from a high-volume brute-force attack.
NEW QUESTION # 84
An administrator, who works for a financial institution, is required to implement data security controls for data at rest within AI systems that involve data disclosure. Which of the following is the most suitable control?
Answer: B
Explanation:
For financial institutions handling AI systems, protecting data at rest against disclosure requires encryption. Encryption ensures that even if the storage medium is accessed or compromised, the data remains unreadable without the proper decryption keys.
NEW QUESTION # 85
Which of the following International Organization for Standardization (ISO) standards contains compliance requirements for building an AI management system?
Answer: C
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 # 86
A company deploys an internet-facing chatbot using RAG. Logs show that an administrator can retrieve employee names and usernames while an employee receives ' information not available. ' Which of the following is reducing the risk of sensitive data exposure in this scenario?
Answer: A
Explanation:
Basic Concept: RAG-based AI systems retrieve information from knowledge bases to augment their responses. The differential access to sensitive employee data based on user role demonstrates that role-based data access controls are functioning correctly, restricting what data different users can retrieve through the AI interface. CompTIA SecAI+ Study Guide covers data access controls as the primary mechanism for preventing sensitive data exposure in RAG systems.
Why A is Correct: Data access controls define what information each user role is permitted to retrieve from the knowledge base. In this scenario, administrator-level users can access employee directory information while employee-level users cannot. The RAG system enforces these permissions when retrieving data for the AI ' s responses, preventing unauthorized users from accessing sensitive employee data through the chatbot interface regardless of how they phrase their queries.
Why B is Wrong: Model-specific guardrails filter responses based on content policies. While they can prevent certain categories of sensitive information from being disclosed, the scenario specifically shows differential access based on user role, which is the characteristic of access control enforcement, not content-based guardrail filtering.
Why C is Wrong: Rate limiting restricts request frequency. It does not differentiate what data different users can access; it only controls how often they can make requests. Both the administrator and employee could be subject to the same rate limit while still receiving different data based on their access controls.
Why D is Wrong: Prompt templates standardize how queries are structured. They do not implement user role- based data access restrictions or prevent specific user types from accessing sensitive information in the underlying knowledge base.
NEW QUESTION # 87
A large number of employees receive a video message in which the company ' s CEO states that the company will be filing for bankruptcy. After an investigation, it was discovered that the CEO did not send this message.
Which of the following is this scenario an example of?
Answer: B
Explanation:
Basic Concept: Advances in AI generative technology have enabled the creation of highly realistic synthetic video and audio content that convincingly impersonates real individuals. These AI-generated impersonations are called deepfakes and represent a significant threat for corporate fraud, misinformation, and social engineering. CompTIA SecAI+ covers deepfakes under basic AI concepts and cybersecurity threats.
Why C is Correct: The scenario describes a video in which the CEO ' s likeness was convincingly replicated to deliver a false message about bankruptcy. This is a textbook deepfake attack - AI-generated synthetic media using the target ' s face and potentially voice to make it appear they said something they never said.
Deepfake technology uses GANs and CNNs to create this type of convincing impersonation, and the attack specifically exploited AI generation for deception.
Why A is Wrong: An on-path attack intercepts network communications between two parties to eavesdrop or modify traffic. It requires positioning in the network path, not creating synthetic media of a person ' s likeness.
Why B is Wrong: Phishing is a social engineering attack that uses deceptive messages typically via email to trick recipients into taking harmful actions such as clicking malicious links or providing credentials. While this attack has social engineering elements, the use of AI-generated video to impersonate the CEO specifically categorizes it as a deepfake attack.
Why D is Wrong: Social engineering broadly describes psychological manipulation tactics to deceive individuals. While deepfakes can be used as part of social engineering campaigns, the specific technical technique used - AI-generated synthetic video - makes deepfake the most precise and accurate categorization.
NEW QUESTION # 88
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