Classify AI risks by the type of control that reduces them.
Sort each AI failure mode into the control bucket that would most directly reduce it. Accuracy control Privacy control Security control Fairness control Accountability control The model invents a customer quote that is not in the source notes A prompt includes employee names and health details that the model does not need A user prompt tells the bot to ignore system instructions and reveal hidden context A lead score consistently deprioritizes one region without a business explanation No one knows who approves the AI-generated customer message before it is sent The answer cites a report title that does not exist…
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