Inability to determine necessary safeguards: What specific residual risk remains after this internal
The omitted sensitivity information prevents determining appropriate protections for data and outputs.
The question
An energy company creates an AI inventory and intake form for maintenance tools. The form records the business owner, vendor, purpose, and model name, but does not ask whether training data or outputs include worker-sensitive information. What specific residual risk remains after this internal mitigation?
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- Loss of supplier-version traceabilityThe form may lack other useful supplier details, but the stated omission specifically concerns worker-sensitive data in inputs and outputs.
- Inability to assign a maintenance process ownerThe form records a business owner, so ownership assignment is not the residual risk identified here.
- Inability to determine necessary safeguards for worker-sensitive data and outputs ✓Without knowing whether sensitive information appears in training data or outputs, the organization cannot reliably determine suitability, exposure, privacy controls, or other safeguards.
- Inability to compare subscription pricesPrice comparison is a procurement issue and does not follow from omitting worker-sensitive data and output questions.
The trap
Ask whether the inventory contains enough data and use context to determine safeguards and limitations. How to remember it
The omitted sensitivity information prevents determining appropriate protections for data and outputs.
How many of these would you get right?
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