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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI Governance, Risk, and Compliance | 19% | - Risk and Compliance
|
| Topic 2: AI-Assisted Security | 24% | - Operational Use of AI
|
| Topic 3: Securing AI Systems | 40% | - AI System Protection
|
| Topic 4: Basic AI Concepts Related to Cybersecurity | 17% | - AI and Machine Learning Fundamentals
|
>> Examcollection CY0-001 Questions Answers <<
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NEW QUESTION # 54
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 # 55
A security administrator wants to prevent prompt injection attacks and ensure responses have sanitized output.
Which of the following provides a primary compensating control for these requirements?
Answer: A
Explanation:
Basic Concept: Preventing prompt injection and ensuring output sanitization requires a control that can inspect both the semantic content of incoming prompts and the safety of outgoing responses. This requires an intelligent, context-aware filtering layer specifically designed for LLM traffic. CompTIA SecAI+ Study Guide identifies LLM firewalls as a primary control for prompt security and output safety.
Why C is Correct: An LLM firewall is specifically designed to inspect, filter, and sanitize both incoming prompts and outgoing AI responses. It can detect and block prompt injection attempts using pattern matching, semantic analysis, and behavioral heuristics, while also sanitizing output to remove sensitive data, harmful content, or policy violations before responses reach users. This dual capability makes it the primary control addressing both requirements simultaneously.
Why A is Wrong: Least privilege restricts what resources and actions users and systems can access. It reduces the potential impact of successful attacks but does not inspect prompt content for injection attempts or sanitize model outputs.
Why B is Wrong: Encryption protects data confidentiality in transit and at rest. It does not analyze prompt content for malicious patterns or filter AI-generated responses for unsafe content. Encrypted traffic can still carry prompt injection attacks.
Why D is Wrong: Rate limiting controls request frequency. While it can slow down automated injection attack campaigns, it does not inspect the content of individual prompts to detect injections, nor does it sanitize output responses. Malicious prompts can still succeed within rate limits.
NEW QUESTION # 56
A vulnerability scan produces many false positives. What does this indicate?
Answer: D
Explanation:
High sensitivity โ catches many issues but lowers accuracy (more false positives).
NEW QUESTION # 57
A security administrator sees suspicious queries on AI logs.
Which of the following should the administrator implement to address this issue?
Answer: C
Explanation:
Basic Concept: Suspicious queries in AI system logs indicate that potentially malicious or policy-violating prompts are reaching the AI model. Proactively intercepting and filtering suspicious prompts before they are processed requires a prompt-level security control. CompTIA SecAI+ Study Guide identifies prompt firewalls as the appropriate control for blocking suspicious AI queries.
Why A is Correct: A prompt firewall analyzes incoming queries using a combination of pattern matching, semantic analysis, and policy rules to identify and block suspicious prompts before they reach the AI model.
It can detect prompt injection attempts, jailbreaking patterns, sensitive data extraction queries, and other suspicious prompt characteristics. By intercepting malicious prompts at the perimeter, it prevents them from influencing model behavior or extracting sensitive information.
Why B is Wrong: Data size controls limit the volume or size of data in requests. While controlling input size can prevent some attacks, it does not analyze the content or semantics of queries to detect suspicious patterns.
A small suspicious prompt can be just as harmful as a large one.
Why C is Wrong: Rate limiting controls the frequency of requests from a source. While it can slow down automated attack campaigns, it does not inspect query content for suspicious patterns and allows suspicious queries through as long as they are submitted below the rate threshold.
Why D is Wrong: Agentic AI is an AI architecture for autonomous multi-step task execution. It is a type of AI system, not a security control for filtering suspicious queries from an existing AI system ' s logs.
NEW QUESTION # 58
Which of the following responsible AI standards refers to a principle that clearly states the reasons behind the decisions for a particular conclusion?
Answer: D
Explanation:
Basic Concept: Responsible AI encompasses several key principles governing how AI systems should behave to be trustworthy and ethical. These principles are distinct but related. Understanding their precise definitions is essential for CompTIA SecAI+ Domain 4 governance questions.
Why D is Correct: Explainability in responsible AI means the AI system can clearly articulate the specific reasons, factors, and logic that led to a particular decision or output. It answers the question " why did the AI make this specific decision? " For example, an explainable credit scoring AI would not only give a score but also explain which factors such as payment history or credit utilization contributed most to that specific score.
This directly matches the question ' s description of " clearly stating reasons behind decisions. " Why A is Wrong: Accountability refers to the ability to identify who is responsible for AI system decisions and their consequences. It addresses ownership and responsibility assignment rather than explaining the reasoning behind specific decisions.
Why B is Wrong: Auditability refers to the ability to examine and verify an AI system ' s decisions, processes, and outputs through systematic review. It enables after-the-fact verification but does not mean the system itself explains its reasoning.
Why C is Wrong: Transparency refers to openness about how an AI system works at a general level, including its purpose, capabilities, limitations, and the data it was trained on. It is broader than explainability and does not specifically address articulating reasons for individual decisions.
NEW QUESTION # 59
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