ISACA AAISM Free Practice & AAISM Flexible Testing Engine
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ISACA AAISM Exam Syllabus Topics:
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ISACA Advanced in AI Security Management (AAISM) Exam Sample Questions (Q247-Q252):
NEW QUESTION # 247
Which of the following would BEST ensure a proper business continuity plan (BCP) is in place for an AI solution?
- A. Enhancing monitoring and detection of model failures and anomalies
- B. Implementing access controls to protect the AI system from unauthorized use
- C. Increasing the detail of AI solution backup and restoration processes
- D. Testing the AI infrastructure failover mechanisms
Answer: D
Explanation:
Effective AI BCP requires validation through exercises and controlled failover tests to prove recovery objectives can be met in practice. Merely documenting backups (Option D), hardening access (Option B), or improving monitoring (Option A) does not confirm that the AI stack-data pipelines, feature stores, model registries, inference services, and dependent infrastructure-can actually fail over and recover within RTO
/RPO. AAISM prescribes periodic BCP/DR testing (including model artifact restoration, configuration reconstitution, dependency failover, and data pipeline continuity) to verify readiness and identify gaps before real incidents.
References:AI Security Management™ (AAISM) Body of Knowledge: Business Continuity & Disaster Recovery for AI; Validation and Exercising of Continuity Plans; RTO/RPO for Models, Data, and Pipelines.
AAISM Study Guide: Operational Resilience for AI Systems; BCP/DR Test Scenarios (model registry, feature store, pipeline recovery); Continuity Metrics and Evidence of Readiness.
NEW QUESTION # 248
An organization develops and implements an AI-based plug-in for users that summarizes their individual emails. Which of the following is the GREATEST risk associated with this application?
- A. Insufficient rate limiting for APIs
- B. Data format incompatibility
- C. Lack of application vulnerability scanning
- D. Inadequate controls over parameters
Answer: D
Explanation:
According to AAISM risk management guidance, the greatest risk in AI applications handling personal communication data is inadequate parameter controls, which may allow unintended access, manipulation, or leakage of sensitive information. Plug-ins that interact with emails must enforce strict parameter validation and security restrictions to prevent unauthorized or manipulated inputs. While vulnerability scanning, format incompatibility, and API rate limiting are valid concerns, they are secondary. The primary risk is a lack of strong parameter controls that could expose sensitive content.
References:
AAISM Exam Content Outline - AI Risk Management (Application Security Risks) AI Security Management Study Guide - Plug-in and API Security Risks
NEW QUESTION # 249
Which of the following is the MOST effective action an organization can take to address data security risk when using generative AI features in an application?
- A. Require opt-out provisions for data usage in service agreements
- B. Establish guidelines and best practices with third parties for intellectual property ownership
- C. Establish policies and awareness training for acceptable use of AI
- D. Rely on the AI provider's independent third-party audit reports for assurance
Answer: A
Explanation:
AAISM directs organizations to manage third-party AI risks through contractual and technical controls that explicitly govern data use, retention, training/fine-tuning, isolation, and deletion. The most effective data- security action when consuming generative AI features is to require enforceable opt-out provisions that prohibit the provider from using the organization's data for training or secondary purposes and that mandate retention limits and secure deletion. Third-party audit reports (A) provide assurance but do not guarantee provider behavior for your specific data; awareness policies (B) are necessary but insufficient to control external processing; IP ownership guidelines (D) address legal rights, not data-security risk.
References: AI Security Management™ (AAISM) Body of Knowledge - Third-Party/Procurement Controls; Data Use & Retention Clauses; Training/Fine-tuning Opt-Out; Secure Deletion and Purpose Limitation.
NEW QUESTION # 250
The PRIMARY goal of data poisoning attacks is to:
- A. compromise the confidentiality of model input data
- B. compromise the confidentiality of output data from the model
- C. manipulate the behavior of the model during development
- D. undermine the integrity of the AI system's outputs
Answer: D
Explanation:
AAISM defines data poisoning as the insertion of malicious or corrupted data into training (or fine-tuning) pipelines to degrade or bias model behavior, thereby compromising output integrity in production. While poisoning occurs during development/training (C), its primary objective is the downstream integrity impact on predictions/outputs (D). Options A and B relate to confidentiality threats (e.g., inversion or leakage), not poisoning.
References:* AI Security Management (AAISM) Body of Knowledge: Model Integrity Threats-data poisoning aims and effects; supply-side data controls* AAISM Study Guide: Risk scenarios for poisoning; mitigations via data provenance checks, robust training, and anomaly detection
NEW QUESTION # 251
Which of the following is the MOST effective defense against cyberattacks that alter input data to avoid detection by the model?
- A. Enhancing model robustness through adversarial training
- B. Conducting periodic monitoring activities on the model's decisions
- C. Applying differential privacy controls on training datasets
- D. Implementing restricted access to the model's internal parameters
Answer: A
Explanation:
Evasion attacks manipulate inputs to induce misclassification while leaving the model unchanged. AAISM prescribes adversarial robustness controls, with adversarial training as a primary measure: incorporate adversarially perturbed examples into training/validation to harden decision boundaries and improve resilience across threat models (e.g., Lp-bounded perturbations). Monitoring (A) is detective, not preventive.
Restricting parameter access (C) protects confidentiality but does not mitigate input-space attacks.
Differential privacy (D) addresses training data leakage, not robustness to adversarial inputs.
References:AI Security Management (AAISM) Body of Knowledge: Adversarial ML-Evasion vs.
Poisoning; Robustness and Resilience Controls; Adversarial Training.AAISM Study Guide: Model Hardening Techniques; Evaluation of Robust Accuracy; Security Testing with Adversarial Examples.
NEW QUESTION # 252
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