AI outputs vary because confidence varies. Corroboration and entity optimization turn inconsistent AI visibility into consistent presence.
Imagine balancing a ruler vertically in the palm of your hand: you have to constantly pay attention to the angle of the ruler ...
Behind the AI interface, a staged system narrows tens of thousands of documents to a few, showing that visibility hinges on ...
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