What is the role of co-occurrence and co-citation in entity building?

Co-occurrence and co-citation are how search and AI systems learn an entity’s category, associations, and standing without being told directly. Co-occurrence is when an entity appears alongside particular topics, terms, or peers in authoritative content – an executive repeatedly named in articles about an industry, or a firm named beside its competitors. Co-citation is when authoritative sources cite an entity together with related entities, signaling that they belong to the same set or category. The systems use these patterns to build topical authority and place the entity correctly: if credible sources consistently discuss a firm in the context of distressed-debt investing, the engines understand it as a distressed-debt entity. This is why where and beside what an entity gets mentioned matters as much as that it does. For reputation work, earning the right co-occurrences – the right contexts, the right peers, the right sources – shapes how the systems categorize and rank the entity. We track these association patterns and how they affect AI framing with AIQ™.