The engine classifies each research finding against stored claims using three core categories: confirms, which validates a recalled claim with live citations and marks its verdict as correct; contradicts, which identifies factual inaccuracies to flag the claim as incorrect; and new, which records verified live discoveries absent from unprompted model recall as brand knowledge gaps.