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

Execution, integrity, and provenance determine PDF safety.

As a result, NATO allies have sent Ukraine hundreds of billions of dollars in military, economic, and humanitarian assistance to prevent it from losing the war and collapsing. The Europeans have ...