Review redaction tests: Which evidence is most useful? | AIGP
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Review redaction tests: Which evidence is most useful?

AIGP Understanding How to Govern AI Deployment and Use Medium

Redaction, access, retention, and data-flow evidence addresses whether sensitive prompts can leak through logs or vendors.

The question

A housing administrator plans to retain prompts for quality improvement. Prompts may contain applicants’ financial and family information. Before approval, the unresolved question is whether sensitive content can be exposed through logs or vendor access. Which evidence is most useful?

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  1. Review redaction tests, access logs, retention settings, and vendor data-flow evidence. ✓
    Together these records show whether sensitive prompts are minimized, protected, accessed appropriately, and handled as the deployment operates.
  2. Confirm the vendor’s privacy statement covers customer information generally.
    A general statement may describe commitments, but it does not verify actual retention, access paths, redaction, or disclosure controls.
  3. Ask administrators whether they usually avoid entering unnecessary applicant details.
    User practices may reduce exposure, but they do not establish protections for unavoidable sensitive content already captured in prompts.
  4. Measure response helpfulness using the retained prompts.
    Helpfulness measurement may improve service, but it does not show who can access sensitive prompts or whether logs expose them.
The trap
For prompt privacy, inspect actual data flows, retention, redaction, access, and supplier handling—not just stated policies.

How to remember it

Redaction, access, retention, and data-flow evidence addresses whether sensitive prompts can leak through logs or vendors.

How many of these would you get right?

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Part of the Certsqill AIGP question bank · Understanding How to Govern AI Deployment and Use · Every answer, right and wrong, comes with its own explanation.