Classifier changes may undermine suitability without: What specific risk remains most important?
The remaining risk is unmeasured vendor change: prompt blocking may drift without versioned, population-specific evidence and monitoring.
The question
A media company blocks prompts containing prohibited claims and logs users of a vendor generator. The vendor provides no model-version history or population-specific evaluation, while its classifier may change. What specific risk remains most important?
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- Logs may become inconvenient for editors reviewing generated campaign materials.Review inconvenience is operationally plausible, but it does not address whether the vendor’s changing classifier remains suitable for intended users.
- The company should replace all vendor generation with internally developed content systems.Replacement could reduce dependency, but it is disproportionate and does not specifically evaluate the remaining evidence and monitoring gap.
- Classifier changes may undermine suitability without versioned, population-specific monitoring evidence. ✓Changing vendor behavior plus missing version and population evidence prevents demonstrating that prompt enforcement remains effective for this deployment.
- Users may bypass the blocked wording through approved production workflows.This is plausible, but the stated controls already target prohibited prompts; the stronger evidence gap concerns unassessed vendor changes.
The trap
Separate controls that restrict user behavior from evidence that demonstrates changing vendor performance remains suitable. How to remember it
The remaining risk is unmeasured vendor change: prompt blocking may drift without versioned, population-specific evidence and monitoring.
How many of these would you get right?
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