Scope prompt-log access: Which missing control most directly | AIGP
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Scope prompt-log access: Which missing control most directly addresses this exposure?

AIGP Understanding How to Govern AI Deployment and Use Medium

Scope access to prompt logs to protect sensitive content while retaining necessary observability.

The question

A media production team logs prompts and outputs from a writing assistant. Prompts sometimes contain unreleased scripts and personal contact details. Logging, retention, monitoring, supplier review, and incident procedures satisfy internal policy, but access to sensitive prompt logs is broadly available. Which missing control most directly addresses this exposure?

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  1. Replace the assistant with a model trained only on public creative material.
    Changing the model may affect some training-data concerns, but it does not secure sensitive prompts already entering the logs.
  2. Capture more context in each prompt log.
    Additional context may aid troubleshooting, but it increases the amount of sensitive information exposed without correcting broad access.
  3. Scope prompt-log access. ✓
    Restricting access directly reduces exposure of sensitive prompt contents while preserving logs needed for monitoring and investigation.
  4. Tell creators to redact sensitive details before submission.
    User redaction may reduce future collection, but it does not protect existing logs or provide a dependable technical access control.
The trap
Do not solve a log-access problem by removing useful observability; protect the logs through scoped access.

How to remember it

Scope access to prompt logs to protect sensitive content while retaining necessary observability.

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