The engine routes each candidate pair through a four-way decision matrix (confirms, contradicts, regrounds, or new) and updates the matching claim accordingly: it marks whether the claim is now grounded, links supporting or contradicting sources, refreshes the last-seen run, and assigns a verdict of correct, incorrect, gap, or new, preserving any verdict already locked by a human reviewer.

Withheld — proprietary.