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In the functional view of an AI system, what role does the processing component play?
Scenario 9 (continued):
Scenario 9: Securisai, located in Tallinn. Estonia, specializes in the development of automated cybersecurity solutions that utilize AI systems. The company recently implemented an artificial intelligence management system AIMS in accordance with ISO/IEC 42001. In doing so, the company aimed to manage its Al-driven systems’ capabilities to detect and mitigate cyber threats more efficiently and ethically. As part of its commitment to upholding the highest standards of Al use and management, Securisai underwent a certification audit to demonstrate compliance with ISO/IEC 42001.
The audit process comprised two main stages: the initial or stage 1 audit focused on reviewing Securisai's documentation, policies, and procedures related to its AIMS. This review laid the groundwork for the stage 2 audit, which involved a comprehensive, on-site evaluation
of the actual implementation and effectiveness of the AIMS within Securisai's operations. The goal was to observe the AIMS in operation, ensuring that it not only existed on paper but was effectively integrated into the company's daily activities and cybersecurity strategies.
After the audit, Roger, Securisai's internal auditor, addressed the action plans devised to rectify nonconformities identified during the certification audit. He developed a long term strategy, highlighting key AIMS processes for triennial audits. Roger's internal audits play a
key role in advancing Securisai's goals by employing a systematic and disciplined method to assess and boost the efficiency of risk
management, governance processes, and strategic decision-making. Roger reported his findings directly to Securisai's top management.
Following the successful rectification of nonconformities, Securisai was officially certified against ISO/IEC 42001.
Recently, the company decided to transfer its ISO/IEC 42001 certification registration from one certification body to another despite being initially bound by a long-term agreement with the current certification body. This decision was motivated by the desire to partner with a certification body that offers deeper insights and expertise in the rapidly evolving field of artificial intelligence in cybersecurity.
To ensure a smooth transition and uphold its certification status, Securisai is diligently compiling the required documentation for submission to the new certification body. This includes a formal request, the most recent audit report underscoring its adherence to ISO/IEC 42001, the latest corrective action plan that highlights its continuous efforts toward improvement, and a copy of its current valid certification registration.
A year following Securisai's initial certification audit, a subsequent audit was carried out by the certification body on its AIMS. The
purpose of this audit was to assess compliance with ISO/IEC 42001 and verify the ongoing improvement of the AIMS. The audit team
concluded that Securisai's AIMS consistently meets the requirements set by ISO/IEC 42001.
Question:
What type of audit is described in the last paragraph of Scenario 9?
Which of the following competencies must at least one of the audit team members have?
Scenario 4:
BioNovaPharm, a German biopharmaceutical company, has implemented an artificial intelligence management system AIMS based on ISO/IEC 42001 to optimize various aspects of drug discovery, including analyzing extensive biological data, identifying potential drug candidates, and streamlining clinical trial processes. After having the AIMS in place for over a year, the company contracted a certification 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 plan corresponded to the scope and complexity of the audit. The team employed a ranking system for detailed audit procedures, prioritizing those with the highest risk.
Once the stage 1 audit began, the audit team started reviewing the auditee's documented information. To assess whether BioNovaPharm complies with the legal and regulatory requirements related to incident communication, the audit team examined evidence provided by the company’s external legal office. The evidence confirmed that BioNovaPharm applies the requirements of the EU Al Act, which mandates 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 the observations of the audit team that could result in nonconformities during the on-site audit. However, the audit team leader, Emma, who was overseeing the audit activities, observed that John failed to document significant observations related to the lack of transparency in the 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:
What type of evidence did the audit team obtain to assess BioNovaPharm's compliance with legal and regulatory incident reporting requirements?
Question:
A software development company values collaborative decision-making. The CEO often gathers input from employees but retains final decision authority.
Which type of leadership does the CEO most closely embody?
UrDesign, an interior design company, has recently decided to use machine learning for classification, regression tasks, and more complex tasks related to structured prediction. What category of machine learning did UrDesign decide to use?
Scenario: NeuraGen, founded by a team of AI experts and data scientists, has gained attention for its advanced use of artificial intelligence. It specializes in developing personalized learning platforms powered by AI algorithms. MindMeld, its innovative product, is an educational platform that uses machine learning and stands out by learning from both labeled and unlabeled data during its training process. This approach allows MindMeld to use a wide range of educational content and personalize learning experiences with exceptional accuracy. Furthermore, MindMeld employs an advanced AI system capable of handling a wide variety of tasks, consistently delivering a satisfactory level of performance. This approach improves the effectiveness of educational materials and adapts to different learners' needs.
NeuraGen skillfully handles data management and AI system development, particularly for MindMeld. Initially, NeuraGen sources data from a diverse array of origins, examining patterns, relationships, trends, and anomalies. This data is then refined and formatted for compatibility with MindMeld, ensuring that any irrelevant or extraneous information is systematically eliminated. Following this, values are adjusted to a unified scale to facilitate mathematical comparability. A crucial step in this process is the rigorous removal of all personally identifiable information (PII) to protect individual privacy. Finally, the data is subjected to quality checks to assess its completeness, identify any potential bias, and evaluate other factors that could impact the platform's efficacy and reliability.
NeuraGen has implemented an advanced artificial intelligence management system (AIMS) based on ISO/IEC 42001 to support its efforts in AI-driven education. This system provides a framework for managing the life cycle of AI projects, ensuring that development and deployment are guided by ethical standards and best practices.
NeuraGen's top management is key to running the AIMS effectively. Applying an international standard that specifically provides guidance for the highest level of company leadership on governing the effective use of AI, they embed ethical principles such as fairness, transparency, and accountability directly into their strategic operations and decision-making processes.
While the company excels in ensuring fairness, transparency, reliability, safety, and privacy in its AI applications, actively preventing bias, fostering a clear understanding of AI decisions, guaranteeing system dependability, and protecting user data, it struggles to clearly define who is responsible for the development, deployment, and outcomes of its AI systems. Consequently, it becomes difficult to determine responsibility when issues arise, which undermines trust and accountability, both critical for the integrity and success of AI initiatives.
Based on Scenario 1, which of the following processes did NeuraGen NOT conduct regarding data?
Scenario 9 (continued):
Scenario 9: Securisai, located in Tallinn. Estonia, specializes in the development of automated cybersecurity solutions that utilize AI systems. The company recently implemented an artificial intelligence management system AIMS in accordance with ISO/IEC 42001. In doing so, the company aimed to manage its Al-driven systems’ capabilities to detect and mitigate cyber threats more efficiently and ethically. As part of its commitment to upholding the highest standards of Al use and management, Securisai underwent a certification audit to demonstrate compliance with ISO/IEC 42001.
The audit process comprised two main stages: the initial or stage 1 audit focused on reviewing Securisai's documentation, policies, and procedures related to its AIMS. This review laid the groundwork for the stage 2 audit, which involved a comprehensive, on-site evaluation
of the actual implementation and effectiveness of the AIMS within Securisai's operations. The goal was to observe the AIMS in operation, ensuring that it not only existed on paper but was effectively integrated into the company's daily activities and cybersecurity strategies.
After the audit, Roger, Securisai's internal auditor, addressed the action plans devised to rectify nonconformities identified during the certification audit. He developed a long term strategy, highlighting key AIMS processes for triennial audits. Roger's internal audits play a
key role in advancing Securisai's goals by employing a systematic and disciplined method to assess and boost the efficiency of risk
management, governance processes, and strategic decision-making. Roger reported his findings directly to Securisai's top management.
Following the successful rectification of nonconformities, Securisai was officially certified against ISO/IEC 42001.
Recently, the company decided to transfer its ISO/IEC 42001 certification registration from one certification body to another despite being initially bound by a long-term agreement with the current certification body. This decision was motivated by the desire to partner with a certification body that offers deeper insights and expertise in the rapidly evolving field of artificial intelligence in cybersecurity.
To ensure a smooth transition and uphold its certification status, Securisai is diligently compiling the required documentation for submission to the new certification body. This includes a formal request, the most recent audit report underscoring its adherence to ISO/IEC 42001, the latest corrective action plan that highlights its continuous efforts toward improvement, and a copy of its current valid certification registration.
A year following Securisai's initial certification audit, a subsequent audit was carried out by the certification body on its AIMS. The
purpose of this audit was to assess compliance with ISO/IEC 42001 and verify the ongoing improvement of the AIMS. The audit team
concluded that Securisai's AIMS consistently meets the requirements set by ISO/IEC 42001.
Roger followed up on action plans after the external audit at Securisai, but he was directly involved in strategic decision-making processes, potentially affecting his audit objectivity.
Question:
Based on Scenario 9, which principle of internal auditing did Roger violate?
Question:
What is a significant drawback of using judgment-based sampling in audits?
Question:
Which of the following does NOT represent the purpose of managing and maintaining audit program records?
The top management of Alterhealth initially rejected the selected audit team leader because they had audited the company in the past, and thus would not bring added value for the auditee. Is this acceptable?
Scenario 5: Alterhealth is a mid-sized technology firm based in Toronto. Canada. It develops Al systems for healthcare providers, focusing on improving patient care,
optimizing hospital workflows, and analyzing healthcare data for insights that can improve health outcomes. To ensure responsible and effective use of Al in its
operations, Alterhealth 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 to obtain certification against ISO/IEC 42001.
The company contracted a certification body to conduct the audit, who assembled the audit team and appointed the audit team leader. The audit team leader had
conducted a certification audit at Alterhealth in the past. The top management of Alterhealth decided to reject the appointment of this auditor because they believed
that they would not receive added value from the audit. In response, the certification body appointed Jonathan, an independent auditor with no prior engagements with
Alterhealth, as the new audit team leader. Jonathan's introduction marked the beginning of a collaborative process aimed at evaluating the conformity of the AIMS to
ISO/IEC 42001 requirements.
The certification body determined the audit scope, which included only specific departments essential to the integration and application of Al, such as the Al Research,
Machine Learning Applications, and Al Ethics and Compliance Departments, and did not cover all of the departments covered by the AIMS scope. Meanwhile,
Alterhealth determined the audit time, setting the necessary time frame for planning and conducting a thorough and effective review to ensure all aspects of the AIMS
within the selected departments were meticulously reviewed.
Afterward, Jonathan received a detailed offer from the certification body, outlining his role and including information related to the audit, such as the audit's duration,
team members, their responsibilities, the limits to the audit engagement, and their salary compensation. With a clear mandate, Jonathan was tasked with a multitude
of responsibilities: defining the audit objectives and criteria, planning the audit process, identifying and addressing audit risks, managing communication with
Alterhealth, overseeing the audit team, and ensuring a smooth and conflict free execution.
With Jonathan's leadership and a well-defined audit framework in place, the certification audit proceeded with a structured and objective evaluation of Alterhealth's
AIMS.
Scenario 2:
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, analyze vast amounts of data for insights, improve recruitment and talent management strategies, and personalize employee experiences, the company 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 framework for 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 the policy, 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, they ensured that these individuals were responsible for overseeing the AIMS, reporting its performance to the top management, and facilitating 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 Al performance.
The company also planned, implemented, and monitored processes to meet AIMS requirements. Additionally, it set clear criteria and implemented 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 the integrity and accuracy of documentation, the company adopted version control practices. Each document update was tracked using a versioning system, with clear records of what was modified, who made the changes, and when the updates occurred. Access to make changes was restricted to authorized personnel, and any proposed modifications required approval from the designated management team before being implemented.
Moreover, considering past experiences where the company encountered unforeseen risks, Empsy HR Solutions established a comprehensive Al risk assessment process. This process involved identifying, analyzing, and evaluating Al risks to determine if it is necessary to implement additional controls than those specified in Annex A. The company also referred to Annex B for guidance on implementing controls and, ultimately, produced a Statement of Applicability So A. The SoA contained the necessary controls, including all the 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's requirements and ISO/IEC 42001. It defined the audit objectives, criteria, and scope for each audit, selected auditors, and ensured objectivity 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:
Did Empsy HR Solutions meet all ISO/IEC 42001 requirements regarding the AI policy?
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
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?
Which control in Annex A emphasizes the importance of security measures in AI system operations?
Based on Scenario 5, Alterhealth determined the audit time. Is this acceptable?
Scenario 5: Alterhealth is a mid-sized technology firm based in Toronto. Canada. It develops Al systems for healthcare providers, focusing on improving patient care,
optimizing hospital workflows, and analyzing healthcare data for insights that can improve health outcomes. To ensure responsible and effective use of Al in its
operations, Alterhealth 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 to obtain certification against ISO/IEC 42001.
The company contracted a certification body to conduct the audit, who assembled the audit team and appointed the audit team leader. The audit team leader had
conducted a certification audit at Alterhealth in the past. The top management of Alterhealth decided to reject the appointment of this auditor because they believed
that they would not receive added value from the audit. In response, the certification body appointed Jonathan, an independent auditor with no prior engagements with
Alterhealth, as the new audit team leader. Jonathan's introduction marked the beginning of a collaborative process aimed at evaluating the conformity of the AIMS to
ISO/IEC 42001 requirements.
The certification body determined the audit scope, which included only specific departments essential to the integration and application of Al, such as the Al Research,
Machine Learning Applications, and Al Ethics and Compliance Departments, and did not cover all of the departments covered by the AIMS scope. Meanwhile,
Alterhealth determined the audit time, setting the necessary time frame for planning and conducting a thorough and effective review to ensure all aspects of the AIMS
within the selected departments were meticulously reviewed.
Afterward, Jonathan received a detailed offer from the certification body, outlining his role and including information related to the audit, such as the audit's duration,
team members, their responsibilities, the limits to the audit engagement, and their salary compensation. With a clear mandate, Jonathan was tasked with a multitude
of responsibilities: defining the audit objectives and criteria, planning the audit process, identifying and addressing audit risks, managing communication with
Alterhealth, overseeing the audit team, and ensuring a smooth and conflict free execution.
With Jonathan's leadership and a well-defined audit framework in place, the certification audit proceeded with a structured and objective evaluation of Alterhealth's
AIMS.
A tech company has decided to apply ISO/IEC 42001 specifically to integrate the AIMS with existing management systems, such as the Information Security Management System and the Business Continuity Management System. Which part of ISO/IEC 42001 should the company use as guidance on aligning the AIMS with these systems to ensure cohesive objectives, streamlined processes, and unified documentation?
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 functionality, what type of AI system did Future Horizon Academy establish?
While preparing for an AIMS audit, a technology company faced an issue with the auditor assigned by the certification body. The auditor lacked a security clearance, which is mandatory for accessing certain sensitive information involved in the audit due to the company's government contracts and proprietary technology. The company requested to replace the auditor with someone who meets the security requirements to ensure the audit can proceed without compromising sensitive information or violating government regulations. Is this acceptable?
Scenario 2: OptiFlow is a logistics company located in New Delhi, India. The company has enhanced its operational efficiency and customer service by integrating AI across various domains, including route optimization, inventory management, and customer support. Recognizing the importance of AI in its operations, OptiFlow decided to implement an Artificial Intelligence Management System (AIMS) based on ISO/IEC 42001 to oversee and optimize the use of AI technologies.
To address Clauses 4.1 and 4.2 of the standard, OptiFlow identified and analyzed internal and external issues and needs and expectations of interested parties. During this phase, it identified specific risks and opportunities related to AI deployment, considering the system's domain, application context, intended use, and internal and external environments. Central to this initiative was the establishment and maintenance of AI risk criteria, a foundational step that facilitated comprehensive AI risk assessments, effective risk treatment strategies, and precise evaluations of risk impacts. This implementation aimed to meet AIMS’s objectives, minimize adverse effects, and promote continuous improvement. OptiFlow also planned and integrated strategies to address risks and opportunities into AIMS’s processes and assessed their effectiveness.
OptiFlow set measurable AI objectives aligned with its AI policy across all organizational levels, ensuring they met applicable requirements and matched the company’s vision. The company placed strong emphasis on the monitoring and communication of these objectives, ensuring they were updated annually or as needed to reflect changes in technology, market demands, or internal processes. It also documented the objectives, making them accessible across the company.
To guarantee a structured and consistent AI risk assessment process, OptiFlow emphasized alignment with its AI policy and objectives. The process included ensuring consistency and comparability, identifying, analyzing, and evaluating AI risks.
OptiFlow prioritizes its AIMS by allocating the necessary resources for its comprehensive development and continuous enhancement. The company carefully defines the competencies needed for personnel affecting AI performance, ensuring a high level of expertise and innovation.
OptiFlow also manages effective internal and external communications about its AIMS, aligning with ISO/IEC 42001 requirements by maintaining and controlling all required documented information. This documentation is meticulously identified, described, and updated to ensure its relevance and accessibility. Through these strategic efforts, OptiFlow upholds a commitment to excellence and leadership in AI management practices.
To comply with Clause 9 of ISO/IEC 42001, the company determined what needs to be monitored and measured in the AIMS. It planned, established, implemented, and maintained an audit program, reviewed the AIMS at planned intervals, documented review results, and initiated a continuous feedback mechanism from all interested parties to identify areas of improvement and innovation within the AIMS
Which of OptiFlow’s implemented requirements is NOT included in Clause 9 (Performance Evaluation) of ISO/IEC 42001? Refer to Scenario 2.
A software development company is well-known for its innovative practices and collaborative work environment. The CEO, Alex, has fostered a work culture where team input is highly valued in shaping the company’s strategic direction. Alex often organizes brainstorming sessions and workshops, inviting employees from various departments to share their insights and suggestions on new projects, company policies, and workflow improvements. While Alex ensures that every team member feels heard and valued, the final decisions on project directions, key company policies, and strategic initiatives rest with Alex. Which type of leadership does Alex most closely embody?
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?
What among the below list of steps comes before the other ones in the management system audit process?
An AI-driven recommendation system for online shopping has been accused of promoting products from certain vendors over others without clear reasoning. The company wants to address these concerns effectively. Which core element is most relevant to resolving this issue?
Scenario 3 (continued):
ArBank is a financial institution located in Brussels, Belgium, which offers a diverse range of banking and investment services to its clients. To ensure the continual improvement of its operations, ArBank has implemented a quality management system QMS based
on ISO 9001 and an artificial intelligence management system AIMS based on the requirements of ISO/IEC 42001.
Audrey, an experienced auditor, led an internal audit focused on the AIMS within ArBank. She assessed the chatbots integrated into the bank's website and mobile app, analyzing communications using big data technology to identify potential noncompliance, fraud, or unethical conduct. Instead of relying solely on the information provided by the chatbots, Audrey sought out evidence that would either confirm or challenge the validity of the data, ensuring her conclusions were based on reliable and accurate information. Her review of selected chatbot interactions confirmed they met their intended purpose.
For the specific context of ArBank's operations, Audrey utilized an Al system to assess the efficiency of the bank's digital infrastructure, focusing on tasks critical to the Finance Department. This Al system was able to analyze the functionality of chatbots integrated into ArBank's website and mobile app to determine if it adheres to ISO/IEC 42001 requirements and internal policies governing customer service in the banking sector.
In addition, Audrey conducted a deeper assessment of the bank’s AIMS. Her evaluation included observing different stages of the AIMS life cycle, from development to deployment, to ensure that roles and responsibilities were clearly defined and aligned with ArBank’s operational goals. She also evaluated the tools used to monitor and measure the performance of the AIMS.
Audrey continued the audit process by auditing ArBank's outsourced operations. Upon checking the contractual agreements between the two parties, Audrey decided that there was no need to gather audit evidence regarding the contractual agreement. She reviewed the company's processes for monitoring the quality of outsourced operations, determined whether appropriate governance processes are in place with regard to the engagement of outsourced persons or organizations, and reviewed and evaluated the company's plans in case of expected or unexpected termination of the outsourcing agreement.
Based on the scenario above, answer the following question:
Question:
What big data technology did Audrey utilize? Refer to Scenario 3.
Question:
During an audit, the auditor employed data analytic technology to identify anomalies and unusual patterns 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?
Question:
Can the work assignments of audit team members be changed during the audit?
What is the main goal of the 'Transparency and Explainability' core element in AI?
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, what category of AI systems did Future Horizon Academy utilize?
Which core element of AIMS is defined as: “Organizations are responsible for the development, deployment, and use of AI systems, and their potential impacts”?
Was the involvement of Ms. Rebecca Hayes, the internal auditor, necessary for the audit at ImoAI? 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.
Question:
Who is responsible for reviewing the corrections, identified causes, and corrective actions of the auditee?
During the audit planning phase, what is the primary activity an auditor should focus on?
Scenario 7 (continued):
Scenario 7: ICure, headquartered in Bratislava, is a medical institution known for its use of the latest technologies in medical practices. It has introduced groundbreaking Al-driven diagnostics and treatment planning tools that have fundamentally transformed patient care.
ICure has integrated a robust artificial intelligence management system AIMS to manage its Al systems effectively. This holistic management framework ensures that ICure's Al applications are not only developed but also deployed and maintained to adhere to the
highest industry standards, thereby enhancing efficiency and reliability.
ICure has initiated a comprehensive auditing process to validate its AIMS's effectiveness in alignment with ISO/IEC 42001. The stage 1 audit involved an on-site evaluation by the audit team. The team evaluated the site-specific conditions, interacted with ICure's personnel,
observed the deployed technologies, and reviewed the operations that support the AIMS. Following these observations, the findings were documented and communicated to ICure. setting the stage for subsequent actions.
Unforeseen delays and resource allocation issues introduced a significant gap between the completion of stage 1 and the onset of stage 2 audits. This interval, while unplanned, provided an opportunity for reflection and preparation for upcoming challenges.
After four months, the audit team initiated the stage 2 audit. They evaluated AIMS's compliance with ISO/IEC 42001 requirements, paying special attention to the complexity of processes and their documentation. It was during this phase that a critical observation was made:
ICure had not fully considered the complexity of its processes and their interactions when determining the extent of documented information. Essential processes related to Al model training, validation, and deployment were not documented accurately, hindering effective control and management of these critical activities. This issue was recorded as a minor nonconformity, signaling a need for enhanced control and management of these vital activities.
Simultaneously, the auditor evaluated the appropriateness and effectiveness of the "AIMS Insight Strategy," a procedure developed by
ICure to determine the AIMS internal and external challenges. This examination identified specific areas for improvement, particularly in
the way stakeholder input was integrated into the system. It highlighted how this could significantly enhance the contribution of relevant
parties in strengthening the system's resilience and effectiveness.
The audit team determined the audit findings by taking into consideration the requirements of ICure, the previous audit records and
conclusions, the accuracy, sufficiency, and appropriateness of evidence, the extent to which planned audit activities are realized and
planned results achieved, the sample size, and the categorization of the audit findings. The audit team decided to first record all the
requirements met; then they proceeded to record the nonconformities.
Based on the scenario above, answer the following question:
Question:
Did the audit team consider all the necessary aspects when determining audit findings?
Question:
Which of the following statements regarding the organization's requirement to address risks and opportunities based on ISO/IEC 42001 is correct?
Which international standard does the top management of NeuraGen apply to govern the effective use of AI? (Refer to Scenario 1)
Scenario: NeuraGen, founded by a team of AI experts and data scientists, has gained attention for its advanced use of artificial intelligence. It specializes in developing personalized learning platforms powered by AI algorithms. MindMeld, its innovative product, is an educational platform that uses machine learning and stands out by learning from both labeled and unlabeled data during its training process. This approach allows MindMeld to use a wide range of educational content and personalize learning experiences with exceptional accuracy. Furthermore, MindMeld employs an advanced AI system capable of handling a wide variety of tasks, consistently delivering a satisfactory level of performance. This approach improves the effectiveness of educational materials and adapts to different learners' needs.
NeuraGen skillfully handles data management and AI system development, particularly for MindMeld. Initially, NeuraGen sources data from a diverse array of origins, examining patterns, relationships, trends, and anomalies. This data is then refined and formatted for compatibility with MindMeld, ensuring that any irrelevant or extraneous information is systematically eliminated. Following this, values are adjusted to a unified scale to facilitate mathematical comparability. A crucial step in this process is the rigorous removal of all personally identifiable information (PII) to protect individual privacy. Finally, the data is subjected to quality checks to assess its completeness, identify any potential bias, and evaluate other factors that could impact the platform's efficacy and reliability.
NeuraGen has implemented an advanced artificial intelligence management system (AIMS) based on ISO/IEC 42001 to support its efforts in AI-driven education. This system provides a framework for managing the life cycle of AI projects, ensuring that development and deployment are guided by ethical standards and best practices.
NeuraGen's top management is key to running the AIMS effectively. Applying an international standard that specifically provides guidance for the highest level of company leadership on governing the effective use of AI, they embed ethical principles such as fairness, transparency, and accountability directly into their strategic operations and decision-making processes.
While the company excels in ensuring fairness, transparency, reliability, safety, and privacy in its AI applications, actively preventing bias, fostering a clear understanding of AI decisions, guaranteeing system dependability, and protecting user data, it struggles to clearly define who is responsible for the development, deployment, and outcomes of its AI systems. Consequently, it becomes difficult to determine responsibility when issues arise, which undermines trust and accountability, both critical for the integrity and success of AI initiatives.
Question:
While preparing for an AIMS audit, a technology company faced an issue: the auditor lacked a required security clearance for accessing sensitive information related to government contracts.
The company requested a replacement auditor. Is this acceptable?
What is one of the key objectives of conducting an audit according to ISO 19011?
Which of the following pieces of evidence collected during the certification audit can be considered the most reliable? Refer to Scenario 4.
Scenario 4: Finalogic leads the application of artificial intelligence in the financial services sector, which is used to improve risk assessment, fraud detection, and
customer service. The company has implemented an artificial intelligence management system AIMS based on ISO/IEC 42001 to ensure operational quality, ethical Al
use, regulatory compliance, and transparency, allowing for consistent oversight and structured governance.
This month, Finalogic is undergoing an audit to obtain certification against ISO/IEC 42001, a critical step in demonstrating its commitment to responsible Al. To
evaluate Finalogic's conformity to the audit criteria, the audit team adopted a comprehensive, evidence-based approach. The gathered evidence ranged from analyses
of unquantifiable information to analyses of samples related to determining the audit criteria-including internal reports generated by Finalogic's own Al system-which
assert successful integration and compliance with the standard.
Additionally, presentations by the company’s Al team during the audit highlighted the system’s success in customer service enhancements and fraud detection,
emphasizing improved efficiency, decision making accuracy, and user trust. An evaluation report prepared by an independent third party firm specializing in Al systems
also provided an objective review of Finalogic's AIMS. It assessed the system's effectiveness, bias, and compliance through a thorough examination.
During the audit, the audit team applied the same level of effort and utilized the same techniques across all audit areas, regardless of their risk level. This strategy
ensured a consistent and thorough evaluation of the AIMS, uncovering any latent weaknesses or inefficiencies that might otherwise go unnoticed.
Despite Finalogic's advanced AIMS and adherence to ISO/IEC 42001 for ethical Al practices, there remains a risk of Al algorithms inadvertently perpetuating bias or
making inaccurate predictions due to unforeseen flaws in training data or algorithmic models. This could lead to unfair loan rejections or approvals, potentially causing
financial losses or damaging the company’s reputation for fairness and accuracy in its financial services. By acknowledging these risks. Finalogic remains committed
to refining its Al governance, implementing bias mitigation strategies, and enhancing transparency to uphold its reputation as a leader in Al driven financial services.
How does the proposed EU AI Act plan to enforce AI regulations across Member States and support innovation?
A healthcare provider wants to develop a system that can analyze medical images, such as X-rays and MRIs, to assist doctors in diagnosing diseases. Which AI concept is most relevant for this application?
What does the 'Human-Centered Design' core element prioritize in AI development?
Based on Scenario 5, which of the following should NOT be Jonathan's responsibility?
Scenario 5: Alterhealth is a mid-sized technology firm based in Toronto. Canada. It develops Al systems for healthcare providers, focusing on improving patient care,
optimizing hospital workflows, and analyzing healthcare data for insights that can improve health outcomes. To ensure responsible and effective use of Al in its
operations, Alterhealth 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 to obtain certification against ISO/IEC 42001.
The company contracted a certification body to conduct the audit, who assembled the audit team and appointed the audit team leader. The audit team leader had
conducted a certification audit at Alterhealth in the past. The top management of Alterhealth decided to reject the appointment of this auditor because they believed
that they would not receive added value from the audit. In response, the certification body appointed Jonathan, an independent auditor with no prior engagements with
Alterhealth, as the new audit team leader. Jonathan's introduction marked the beginning of a collaborative process aimed at evaluating the conformity of the AIMS to
ISO/IEC 42001 requirements.
The certification body determined the audit scope, which included only specific departments essential to the integration and application of Al, such as the Al Research,
Machine Learning Applications, and Al Ethics and Compliance Departments, and did not cover all of the departments covered by the AIMS scope. Meanwhile,
Alterhealth determined the audit time, setting the necessary time frame for planning and conducting a thorough and effective review to ensure all aspects of the AIMS
within the selected departments were meticulously reviewed.
Afterward, Jonathan received a detailed offer from the certification body, outlining his role and including information related to the audit, such as the audit's duration,
team members, their responsibilities, the limits to the audit engagement, and their salary compensation. With a clear mandate, Jonathan was tasked with a multitude
of responsibilities: defining the audit objectives and criteria, planning the audit process, identifying and addressing audit risks, managing communication with
Alterhealth, overseeing the audit team, and ensuring a smooth and conflict free execution.
With Jonathan's leadership and a well-defined audit framework in place, the certification audit proceeded with a structured and objective evaluation of Alterhealth's
AIMS.
Which requirement of Clause 7 (Support) of ISO/IEC 42001 did OptiFlow NOT implement? Refer to Scenario 2.
Scenario 2: OptiFlow is a logistics company located in New Delhi, India. The company has enhanced its operational efficiency and customer service by integrating AI across various domains, including route optimization, inventory management, and customer support. Recognizing the importance of AI in its operations, OptiFlow decided to implement an Artificial Intelligence Management System (AIMS) based on ISO/IEC 42001 to oversee and optimize the use of AI technologies.
To address Clauses 4.1 and 4.2 of the standard, OptiFlow identified and analyzed internal and external issues and needs and expectations of interested parties. During this phase, it identified specific risks and opportunities related to AI deployment, considering the system's domain, application context, intended use, and internal and external environments. Central to this initiative was the establishment and maintenance of AI risk criteria, a foundational step that facilitated comprehensive AI risk assessments, effective risk treatment strategies, and precise evaluations of risk impacts. This implementation aimed to meet AIMS’s objectives, minimize adverse effects, and promote continuous improvement. OptiFlow also planned and integrated strategies to address risks and opportunities into AIMS’s processes and assessed their effectiveness.
OptiFlow set measurable AI objectives aligned with its AI policy across all organizational levels, ensuring they met applicable requirements and matched the company’s vision. The company placed strong emphasis on the monitoring and communication of these objectives, ensuring they were updated annually or as needed to reflect changes in technology, market demands, or internal processes. It also documented the objectives, making them accessible across the company.
To guarantee a structured and consistent AI risk assessment process, OptiFlow emphasized alignment with its AI policy and objectives. The process included ensuring consistency and comparability, identifying, analyzing, and evaluating AI risks.
OptiFlow prioritizes its AIMS by allocating the necessary resources for its comprehensive development and continuous enhancement. The company carefully defines the competencies needed for personnel affecting AI performance, ensuring a high level of expertise and innovation.
OptiFlow also manages effective internal and external communications about its AIMS, aligning with ISO/IEC 42001 requirements by maintaining and controlling all required documented information. This documentation is meticulously identified, described, and updated to ensure its relevance and accessibility. Through these strategic efforts, OptiFlow upholds a commitment to excellence and leadership in AI management practices.
To comply with Clause 9 of ISO/IEC 42001, the company determined what needs to be monitored and measured in the AIMS. It planned, established, implemented, and maintained an audit program, reviewed the AIMS at planned intervals, documented review results, and initiated a continuous feedback mechanism from all interested parties to identify areas of improvement and innovation within the AIMS
Scenario 3 (continued):
ArBank is a financial institution located in Brussels, Belgium, which offers a diverse range of banking and investment services to its clients. To ensure the continual improvement of its operations, ArBank has implemented a quality management system QMS based
on ISO 9001 and an artificial intelligence management system AIMS based on the requirements of ISO/IEC 42001.
Audrey, an experienced auditor, led an internal audit focused on the AIMS within ArBank. She assessed the chatbots integrated into the bank's website and mobile app, analyzing communications using big data technology to identify potential noncompliance, fraud, or unethical conduct. Instead of relying solely on the information provided by the chatbots, Audrey sought out evidence that would either confirm or challenge the validity of the data, ensuring her conclusions were based on reliable and accurate information. Her review of selected chatbot interactions confirmed they met their intended purpose.
For the specific context of ArBank's operations, Audrey utilized an Al system to assess the efficiency of the bank's digital infrastructure, focusing on tasks critical to the Finance Department. This Al system was able to analyze the functionality of chatbots integrated into ArBank's website and mobile app to determine if it adheres to ISO/IEC 42001 requirements and internal policies governing customer service in the banking sector.
In addition, Audrey conducted a deeper assessment of the bank’s AIMS. Her evaluation included observing different stages of the AIMS life cycle, from development to deployment, to ensure that roles and responsibilities were clearly defined and aligned with ArBank’s operational goals. She also evaluated the tools used to monitor and measure the performance of the AIMS.
Audrey continued the audit process by auditing ArBank's outsourced operations. Upon checking the contractual agreements between the two parties, Audrey decided that there was no need to gather audit evidence regarding the contractual agreement. She reviewed the company's processes for monitoring the quality of outsourced operations, determined whether appropriate governance processes are in place with regard to the engagement of outsourced persons or organizations, and reviewed and evaluated the company's plans in case of expected or unexpected termination of the outsourcing agreement.
Based on the scenario above, answer the following question:
Question:
Did Audrey conduct the audit process for the outsourced operation correctly? Refer to Scenario 3.
Question:
During the annual ISO/IEC 42001 audit at a financial company, the auditor selected and analyzed a sample of 5 out of 25 follow-up nonconformity reports to assess whether the company adheres to its follow-up process. What type of evidence did the auditor gather?
A company develops an AI-based health monitoring system that provides insights and recommendations to users. However, users have reported that they do not understand how the system arrives at its recommendations. Which core element should the company enhance to improve user trust and understanding?
Question:
Which of the following does NOT constitute an appropriate technology requirement for virtual audits between the auditee and audit team?
Question:
A multinational technology corporation has initiated an audit process to assess compliance with ISO/IEC 42001. The audit team drafted an audit schedule after the initiation of the audit.
Which aspect of the audit schedule prepared by the audit team is NOT correct?
Question:
What type of audit is conducted when a customer audits suppliers to make purchasing decisions?
Based on ISO/IEC 42001, which of the following is NOT one of the factors that an organization must consider when determining the risks and opportunities related to an AI system?
Question:
A certification body is conducting surveillance audits for a company managing multiple sites, including a temporary construction site with a limited duration.
The audit team is considering whether the presence of this temporary site should influence the frequency of surveillance audits.
Can this factor necessitate an adjustment in the audit schedule?
TESTED 18 Aug 2025