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Core concept · Entity & Knowledge Graph

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Definition

An unstructured entity signal is any reference to or information about an entity that appears in natural language text rather than in structured data formats — including mentions in articles, reviews, social posts, and forum discussions, as opposed to schema markup, Wikidata entries, or directory listings. AI systems draw entity knowledge from both structured and unstructured sources. Structured signals — schema, Wikidata, Google Business Profile — are explicit and machine-readable. Unstructured signals — editorial coverage, reviews, discussions — are implicit and require NLP to extract. Both matter. A brand with strong structured signals but no unstructured presence lacks the third-party corroboration that AI systems use to validate entity claims. A brand with strong unstructured presence but poor structured signals loses the precision and consistency benefits of explicit markup.

Entity extraction

Named entity recognition

Brand mention

Co-citation

Entity record

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