What should the AI inventory process emphasize?

• A. That disclosure of AI use supports risk management and governance without penalizing non-compliance.
• B. Penalizing non-compliance for any AI usage.
• C. Concealing AI use to avoid governance.
• D. Ignoring AI usage disclosures.

Answer: (A)

Transparency about how AI is used is essential for effective risk management and governance. An AI inventory process should emphasize disclosures about where, how, and why AI is used, because this visibility lets the organization assess risk, enforce policies, and allocate controls appropriately. When teams report AI deployments, it enables traceability, helps identify data handling, privacy, security, bias, and compliance issues, and supports timely remediation. A non-punitive, reporting-friendly approach encourages accurate disclosures and continuous improvement, building trust and making governance practical rather than punitive. Penalizing every AI usage discourages reporting and creates blind spots; concealing AI use defeats the purpose of the inventory; ignoring disclosures leaves risk unmanaged. Therefore, disclosure-focused governance is the most effective.