Which of the following is the PRIMARY benefit of tailoring AI governance to an organization's culture and risk tolerance?

AI governance frameworks that are disconnected from organizational culture and risk tolerance face

adoption resistance and produce policies that are either too restrictive or too permissive. Tailored

governance is more likely to be embraced by stakeholders and produce risk policies calibrated to the

organization's actual risk appetite.

Why B is Correct: The ISACA AAIR Study Guide emphasizes that governance tailored to culture and

risk tolerance produces two primary benefits: stakeholders are more likely to accept and follow

governance policies that reflect their own values and operational realities, and the resulting policies

are appropriately calibrated to actual risk appetite rather than generic standards. Together, these

produce more effective, sustainable governance.

Why A is Wrong: Model explainability is a technical property of individual AI systems, not a

governance tailoring outcome. Regulatory compliance may improve with tailored governance but is a

compliance benefit, not the primary benefit of cultural alignment.

Why C is Wrong: Automation of risk assessment and accountability clarity are process improvements

that may result from better governance design but are not the primary benefit of cultural and risk

tolerance alignment.

Why D is Wrong: Training programs and reskilling are workforce development activities. While

governance reform may highlight training needs, skills development is an enabling activity rather

than the primary benefit of culturally tailored governance.