Preserving the difference between a plausible explanation, an established finding and a decision that must be made now Karina Carlos A record that an AI system raised an alert establishes something about the system’s output. Whether the suspected event occurred remains a separate question. That distinction can disappear when an explanation sounds convincing, a customer needs an answer and someone has to decide what happens next. The practical challenge is to act on the eviden