[Jul 31, 2026] Free PECB ISO-IEC-42001-Lead-Auditor Exam Questions & Answer [Q101-Q124]

Q101. Scenario 1 (continued):
To ensure the integrity of the AI system, Future Horizon Academy has implemented measures to ensure that training data remain isolated from data that could lead to harmful or undesirable outcomes. The institution adds significant data elements as metadata, transforms the data into a format usable by the AI system, and uses data from one or more trusted sources.
Committed to standardization and continual improvement, Future Horizon Academy decided to implement an artificial intelligence management system (AIMS) based on ISO/IEC 42001 that would help the institution increase operational efficiency, resulting in improved processes.
After having the AIMS in place for a year, the institution decided to apply for a certification audit to get certified against ISO/IEC 42001. Prior to the certification audit, the institution conducted an internal audit and management review to ensure that the AIMS aligns with the institution’s own requirements and that the system is being maintained effectively.
Question:
Based on Scenario 1, which of the following processes regarding data did Future Horizon Academy NOT conduct?

Q102. Question:
Which of the following is NOT a guide’s responsibility?

Q103. Based on scenario 3, which of the following AI technologies did Augustine utilize to analyze large datasets?
Refer to the fourth paragraph.
Scenario 3: Heala specializes in developing Al-driven solutions for the healthcare sector. With a keen focus on leveraging Al to revolutionize patient care, diagnostics, and treatment planning, the company has implemented an artificial intelligence management system AIMS based on ISO/IEC 42001. After a year of having the AIMS in place, the company decided to apply for a certification audit.
It contracted a local certification body, who established the audit team and assigned the audit team leader.
Augustine, the designated audit team leader, has a wide
range of skills relevant to various auditing domains. His proficiency encompasses audit principles, processes, and methods, as well as standards for management systems and additional references. Furthermore, he is knowledgeable about the Heala’s context and relevant statutory and regulatory requirements.
Augustine first gathered management review records, interested party feedback logs, and revision histories for Heala’s AIMS. This crucial step laid the groundwork for a deeper investigation, which included conducting comprehensive interviews with key personnel to understand how feedback from interested parties directly influenced updates to the AIMS and its strategic direction. Augustine’s thorough evaluation process aimed to verify Heala’s commitment to integrating the needs and expectations of interested parties, a critical requirement of ISO/IEC 42001.
Augustine also integrated a sophisticated Al tool to analyze large datasets for patterns and anomalies, and thus have a more informed and data driven audit process.
This Al solution, known for its ability to sift through vast amounts of data with unparalleled speed and accuracy, enabled Augustine to identify irregularities and trends that would have been nearly impossible to detect through manual methods. The tool was also helpful in preparing hypotheses based on data.
During the audit. Augustine failed to fully consider Heala’s critical processes, expectations, the complexity of audit tasks, and necessary resources beforehand. This oversight compromised the audit integrity and reliability, reflecting a significant deviation from the diligence and informed judgment expected of auditors.

Q104. Which of the following is NOT a common feature shared by AI systems?

Q105. Scenario 1:
To ensure the integrity of the AI system, Future Horizon Academy has implemented measures to ensure that training data remain isolated from data that could lead to harmful or undesirable outcomes. The institution adds significant data elements as metadata, transforms the data into a format usable by the AI system, and uses data from one or more trusted sources.
Committed to standardization and continual improvement, Future Horizon Academy decided to implement an artificial intelligence management system (AIMS) based on ISO/IEC 42001 that would help the institution increase operational efficiency, resulting in improved processes.
After having the AIMS in place for a year, the institution decided to apply for a certification audit to get certified against ISO/IEC 42001. Prior to the certification audit, the institution conducted an internal audit and management review to ensure that the AIMS aligns with the institution’s own requirements and that the system is being maintained effectively.
Question:
Which of the following AI principles has Future Horizon Academy applied?

Q106. Question:
Which of the following should be considered when determining the feasibility of the audit?

Q107. How frequently should surveillance audits be conducted?

Q108. Scenario 2 (continued):
Empsy HR Solutions is a human resources consulting company that provides innovative HR solutions to diverse industries.Recognizing the significant impact of artificial intelligence Al in HR processes, including its ability to automate repetitive tasks, analyzevast amounts of data for insights, improve recruitment and talent management strategies, and personalize employee experiences, thecompany has initiated the implementation of an artificial intelligence management system AIMS based on ISO/IEC 42001.
Initially, the top management established an Al policy that was aligned with the company’s objectives. The Al policy provided a frameworkfor defining Al objectives, a commitment to meeting relevant requirements, and a dedication to continually improve the AIMS. However, it did not refer to other organizational policies, although some were relevant to the AIMS. Afterward, the top management documented thepolicy, communicated it internally, and made it accessible to interested parties.
The top management designated specific individuals to ensure that the AIMS meets the standard’s requirements. Additionally, theyensured that these individuals were responsible for overseeing the AIMS, reporting its performance to the top management, andfacilitating continual improvement. Moreover, in its awareness sessions, the company focused exclusively on ensuring that all personnel were informed about the Al policy, emphasizing their role in ensuring the effectiveness of the AIMS and the benefits of enhanced Alperformance.
The company also planned, implemented, and monitored processes to meet AIMS requirements. Additionally, it set clear criteria andimplemented controls based on them, ensuring effective operation, alignment with organizational objectives, and continual improvement.Empsy HR Solutions decided to implement strict measures to control changes to documented information within the AIMS. To ensure theintegrity and accuracy of documentation, the company adopted version control practices. Each document update was tracked using aversioning system, with clear records of what was modified, who made the changes, and when the updates occurred. Access to makechanges was restricted to authorized personnel, and any proposed modifications required approval from the designated managementteam before being implemented.
Moreover, considering past experiences where the company encountered unforeseen risks, Empsy HR Solutions established acomprehensive Al risk assessment process. This process involved identifying, analyzing, and evaluating Al risks to determine if it isnecessary to implement additional controls than those specified in Annex A. The company also referred to Annex B for guidance onimplementing controls and, ultimately, produced a Statement of Applicability SoA. The SoA contained the necessary controls, including allthe controls of Annex A and justifications for their inclusion or exclusion.
Lastly. Empsy HR Solutions decided to establish an internal audit program to ensure the AIMS conforms to both the company’srequirements and ISO/IEC 42001. It defined the audit objectives, criteria, and scope for each audit, selected auditors, and ensuredobjectivity and impartiality during the audit process. The results of the first audit were documented and reported only to the top management of the company.
Question:
Based on Scenario 2, has Empsy HR Solutions established a suitable internal audit program?

Q109. A retail company wants to implement a system that can predict customer buying behavior based on their browsing history and past purchases. Which AI concept would be most suitable for developing this predictive system?

Q110. Question:
During an audit, the auditor employed data analytic technology to identify anomalies and unusualpatterns in the decision-making processes of an AI system used by a financial institution to approve or reject loan applications. Which data analytic technology did the auditor use?

Q111. Question:
An auditor has been assigned to perform a certification audit for an organization. However, the auditor discovers that their close relative holds a key management position within the organization being audited.
What kind of threat to impartiality does this situation represent?

Q112. Based on Scenario 7, what sampling method was used to assess TastyMade’s adherence to some requirements of Clause 4.1 Understanding the organization and its context?
Scenario 7: TastyMade. headquartered in Hamburg, Germany, is an established company in the food manufacturing industry that applies Al technologies in its operations. It has implemented an artificial intelligence management system AIMS based on ISO/IEC 42001 to further strengthen its Al management and ensure compliance with international standards. As part of its commitment to excellence and continual improvement, TastyMade is undergoing an audit process to achieve certification against ISO/IEC 42001.
In preparation for the audit, TastyMade collaborated closely with the audit team leader to develop a detailed audit plan. This plan encompassed objectives, criteria, scope, and logistical arrangements for both on-site and remote audit activities. Recognizing the specialized nature of Al integration, a technical expert was brought in to support the audit team and ensure comprehensive coverage of relevant aspects. Upon discussion with the audit team leader, it was mutually decided that not every audit team member would need a guide throughout the audit process. At times, the TastyMade itself would assume the role of the guide, actively facilitating audit activities.
A formal opening meeting was held with TastyMade’s management to provide an overview of the audit process and set expectations. During this meeting, key interested parties were briefed on the audit objectives and the methodologies that would be employed during the audit. Following the meeting, the audit team proceeded with their work, collecting information and conducting tests to evaluate the effectiveness of TastyMade’s AIMS.
Daily evening meetings were held to review progress, discuss encountered issues, and facilitate collaboration among audit team members. The audit team leader adopted an open communication approach, encouraging all auditors to share their findings and challenges.
The communication regarding the progress of the audit
was informal, allowing for a fluid exchange of information and updates among team members.
To verify adherence to some requirements of clause 4.1 Understanding the organization and its context, the audit team arbitrarily selected for analysis a representative sample of Al management practices across different departments and functions within the company.
During the audit process, the technical expert uncovered certain technical and operational findings related to the integration and governance of Al systems.
Recognizing the significance of these findings, the expert promptly informed the audit team leader.
Understanding the need for further clarification and direct
communication, the audit team leader authorized the technical expert to address the findings directly with the auditee. However, to ensure proper oversight, the expert was supervised by one of the audit team members.
Throughout the audit, it became apparent that TastyMade promoted a culture of autonomy and decentralized decision-making in Al integration processes. Employees were empowered to set goals, allocate responsibilities, and devise methodologies independently, with management providing guidance and support as needed. This approach fostered innovation and agility within the company

Q113. What does the ‘Human-Centered Design’ core element prioritize in AI development?

Q114. Did the audit team leader appropriately schedule the follow-up after the initial audit? Refer to scenario 9.
Scenario 9: ImoAl, headquartered in California. USA, provides Al solutions for various industries such as finance, healthcare, retail, and manufacturing. Its clients include major financial institutions seeking Al powered fraud detection systems, healthcare providers leveraging Al for diagnostics and patient care, retailers optimizing supply chain management with Al forecasting, and manufacturers enhancing production efficiency through Al-driven automation.
ImoAl has recently undergone a certification audit to ensure that its artificial intelligence management system AIMS is in compliance with ISO/IEC 42001. During the audit, a major nonconformity related to data security protocols was identified, requiring urgent resolution.
ImoAl swiftly initiated corrective actions to address the
major nonconformity. The audit follow-up, in agreement with the auditee, was scheduled six weeks after the initial audit. As part of exploring alternatives to audit follow-up, the audit team leader chose to verify the effectiveness of the actions taken by the auditee by scheduling a specific visit to ImoAI’s premises.
The follow-up audit involved a thorough evaluation of the effectiveness of these actions. The audit team leader thoroughly examined the corrections, corrective actions, and root cause analysis conducted by ImoAl to assess whether they adequately addressed the nonconformity identified during the initial audit.
In conjunction with the external audit follow-up, ImoAl engaged its internal auditing team to oversee the progress of corrective actions. The AIMS manager of ImoAl updated Ms. Rebecca Hayes, the internal auditor, on the status of corrections and corrective actions prompted by the nonconformity identified during the external audit. Subsequently, Ms. Hayes thoroughly reviewed these measures, analyzing the corrections, root causes, and effectiveness of the implemented actions.
Upon satisfactory validation of the action plans, ImoAl was recommended for certification.

Q115. A global bank is currently evaluating the effectiveness of its AI management system controls through an AIMS audit. Which role is being played by this company?

Q116. Which control in Annex A emphasizes the importance of security measures in AI system operations?

Q117. An audit team member is tasked with evaluating a sophisticated AI system used for autonomous driving. They lack the necessary expertise but proceed without consulting a specialist. Which principle is being neglected in this scenario?

Q118. During which phase of the certification process is confirmation of registration performed?

Q119. Which statement best reflects the principle of professional skepticism?

Q120. Which step involves reviewing documents and records relevant to the audit scope?

Q121. Which core element focuses on ensuring that the creators and operators of AI systems are responsible for the outcomes and impacts of those systems?

Q122. During an audit, the auditor uncovers sensitive data regarding the AI system’s algorithms and their decision-making processes. Which principle must the auditor adhere to when handling this information?

Q123. According to scenario 9, was the audit team leader’s decision to conduct a visit to ImoAI’s premises acceptable?
Scenario 9: ImoAl, headquartered in California. USA, provides Al solutions for various industries such as finance, healthcare, retail, and manufacturing. Its clients include major financial institutions seeking Al powered fraud detection systems, healthcare providers leveraging Al for diagnostics and patient care, retailers optimizing supply chain management with Al forecasting, and manufacturers enhancing production efficiency through Al-driven automation.
ImoAl has recently undergone a certification audit to ensure that its artificial intelligence management system AIMS is in compliance with ISO/IEC 42001. During the audit, a major nonconformity related to data security protocols was identified, requiring urgent resolution.
ImoAl swiftly initiated corrective actions to address the
major nonconformity. The audit follow-up, in agreement with the auditee, was scheduled six weeks after the initial audit. As part of exploring alternatives to audit follow-up, the audit team leader chose to verify the effectiveness of the actions taken by the auditee by scheduling a specific visit to ImoAI’s premises.
The follow-up audit involved a thorough evaluation of the effectiveness of these actions. The audit team leader thoroughly examined the corrections, corrective actions, and root cause analysis conducted by ImoAl to assess whether they adequately addressed the nonconformity identified during the initial audit.
In conjunction with the external audit follow-up, ImoAl engaged its internal auditing team to oversee the progress of corrective actions. The AIMS manager of ImoAl updated Ms. Rebecca Hayes, the internal auditor, on the status of corrections and corrective actions prompted by the nonconformity identified during the external audit. Subsequently, Ms. Hayes thoroughly reviewed these measures, analyzing the corrections, root causes, and effectiveness of the implemented actions.
Upon satisfactory validation of the action plans, ImoAl was recommended for certification.

Q124. Scenario 4 (continued):
BioNovaPharm, a German biopharmaceutical company, has implemented an artificial intelligence management system AIMSbased on ISO/IEC 42001 to optimize various aspects of drug discovery, including analyzing extensive biological data, identifying potentialdrug candidates, and streamlining clinical trial processes. After having the AIMS in place for over a year, the company contracted acertification body and is now undergoing an AIMS audit to obtain certification against ISO/IEC 42001.
Adopting a risk-based approach, the audit team focused on risk throughout their activities. The level of detail outlined in the audit plancorresponded to the scope and complexity of the audit. The team employed a ranking system for detailed audit procedures, prioritizingthose with the highest risk.
Once the stage 1 audit began, the audit team started reviewing the auditee’s documented information. To assess whether BioNovaPharmcomplies with the legal and regulatory requirements related to incident communication, the audit team examined evidence provided bythe company’s external legal office. The evidence confirmed that BioNovaPharm applies the requirements of the EU Al Act, whichmandates that providers of high-risk Al systems report serious incidents to relevant authorities.
Following the completion of the stage 1 audit, John, an audit team member, documented the stage 1 audit outputs, including theobservations of the audit team that could result in nonconformities during the on-site audit. However, the audit team leader, Emma, whowas overseeing the audit activities, observed that John failed to document significant observations related to the lack of transparency inthe Al decision-making processes of BioNovaPharm. Considering that Emma observed John’s lack of competence in undertaking some audit activities, a disciplinary note was recorded for John.
Question:
Based on Scenario 4, does the level of detail in the audit plan adequately reflect all aspects recommended for a comprehensive risk-based approach to planning?