Review live-use logs: Before wider deployment, which evidence is most probative?
Review operating evidence covering use, sensitive-data detection, acknowledgments, and escalation.
The question
An education administration department permits staff to use an approved generative tool for drafting routine notices. Leaders need evidence that internal acceptable-use rules are operating, especially when staff may enter student-related details. Before wider deployment, which evidence is most probative? This tests internal governance controls, not a separate legal classification.
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- Validate the supplier’s content-safety benchmark against organizational acceptable-use outcomesA supplier benchmark may address model behavior, but it does not establish whether the department’s users follow internal rules or whether violations escalate.
- Publish an approved-use policyPublication communicates expectations but does not show whether controls detect misuse or trigger accountable escalation.
- Review live-use logs, sensitive-data alerts, acknowledgments, and escalation records ✓Together, these records show actual use, detection of sensitive entries, user acceptance of the rules, and response to exceptions.
- Compare staff training results with reported misuse and refresher completionTraining and reported-misuse data may indicate awareness, but they do not independently demonstrate monitoring, sensitive-data detection, or effective escalation.
The trap
Prefer evidence of observed behavior, detection, ownership, and escalation over policy or training artifacts alone. How to remember it
Review operating evidence covering use, sensitive-data detection, acknowledgments, and escalation.
How many of these would you get right?
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Part of the Certsqill AIGP question bank · Understanding the Foundations of AI Governance ·
Every answer, right and wrong, comes with its own explanation.
