Isaca ISACA Advanced in AI Security Management (AAISM) Exam AAISM Question # 61 Topic 7 Discussion
AAISM Exam Topic 7 Question 61 Discussion:
Question #: 61
Topic #: 7
Which of the following should be a PRIMARY consideration when defining recovery point objectives (RPOs) and recovery time objectives (RTOs) for generative AI solutions?
A.
Preserving the most recent versions of data models to avoid inaccuracies in functionality
B.
Prioritizing computational efficiency over data integrity to minimize downtime
C.
Ensuring the backup system can restore training data sets within the defined RTO window
D.
Maintaining consistent hardware configurations to prevent discrepancies during model restoration
When setting RPOs and RTOs for AI systems, especially generative AI, the critical factor is the restoration of training data and model artifacts within the recovery window. Without this, restored systems may function inaccurately or incompletely, undermining business continuity.
AAISM risk management principles emphasize:
Recovery objectives must align with data protection requirements for both training and inference data.
The ability to restore large-scale training datasets is primary, since downtime without them leads to operational and compliance risks.
Computational efficiency and hardware consistency are secondary considerations, but not the primary drivers of RPO/RTO definitions.
Thus, ensuring backup and restore capabilities of training datasets directly within RTO is the primary requirement.
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