What is entity optimization for AI?

Entity optimization is the technical and editorial discipline that makes a brand or person recognizable as a single coherent entity across the systems the AI engines depend on. The components are concrete: a Wikipedia article when Notability supports one, a complete Wikidata entry with sourced statements, schema markup on owned properties using Organization or Person types with sameAs links to the canonical identifiers, consistent name and affiliation conventions across the web, and authoritative third-party sources that reinforce the same entity facts. When the work is done well, an AI engine asked about the entity returns consistent answers across prompts and across engines, because the underlying entity infrastructure is unambiguous. When the work is missing, the engines guess – and the guesses produce the confusion, conflation, and inconsistency that send CCOs looking for help.