Ordinary metadata records facts like file type or author. Semantic metadata goes further: it links content to concepts in a vocabulary or ontology, so a document is tagged as being about a specific capability, outcome, or entity.
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That linkage is what powers meaningful search and grounded AI. When information carries semantic metadata, a system can retrieve by meaning and trace why a given source is relevant, not just match keywords.