How AI Handles Conflicting Information About You

AI handles conflicting information about a business by analysing semantic similarity and validating claims across sources, implicitly downweighting inconsistent data. When positioning varies across websites, social profiles, and reviews, models experience lower confidence in the entity. This directly reduces visibility, lowers inclusion in recommendations, and gives disproportionate weight to negative claims.