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    Definition

    Knowledge Graph

    A knowledge graph represents real-world entities and the relationships between them, often used to support AI systems and search experiences.

    Why Knowledge Graph Matters

    If AI can't reliably connect your brand to the right entity/category, you'll be: omitted, confused with others, or misclassified.

    Key Factors

    • Consistency of entity information across sources
    • Structured data implementation (schema markup)
    • Wikipedia/Wikidata presence
    • Cross-web validation of facts and attributes

    Action Steps

    Keep your brand facts consistent across the web (name, category, HQ, founders, product scope). Build strong "About" and "What we do" pages. Earn authoritative third-party profiles that repeat accurate descriptions. We identify where the web misrepresents your brand entity.