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AI outputs vary because confidence varies. Corroboration and entity optimization turn inconsistent AI visibility into consistent presence.

ALEXANDER COOLEY is the Claire Tow Professor of Political Science at Barnard College and Senior Nonresident Fellow at the Chicago Council on Global Affairs. DANIEL NEXON is a Professor in the ...