AAISM Exam Dumps | Which of the following would MOST effectively ensure an organization developing AI systems has comprehensive

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ISACA Advanced in AI Security Management (AAISM) Exam
ISACA.AAISM.v2026-06-22.q109
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Question 36/109

Which of the following would MOST effectively ensure an organization developing AI systems has comprehensive data classification and inventory management?

A. Creating a centralized team to oversee the classification of data used in AI projects

B. Conducting quarterly audits of AI data sets for anomalies and missing metadata

C. Establishing a manual process to categorize data based on business needs and regulatory compliance

D. Implementing an automated data cataloging tool that integrates with all organizational data repositories

Correct Answer: D

AAISM governance practices emphasize automation as the most effective way to maintain comprehensive, accurate, and scalable data classification and inventory management. An automated data cataloging tool integrated with all repositories ensures continuous visibility, reduces human error, and supports regulatory compliance. Centralized teams and manual processes provide oversight but cannot achieve the same scale and consistency. Periodic audits detect issues but are reactive rather than proactive. For effective governance, the best solution is automated cataloging integrated across data repositories.
References:
AAISM Study Guide - AI Governance and Program Management (Data Classification and Inventory) ISACA AI Security Management - Automated Data Cataloging for AI Projects

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