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Knowledge Graph

AI thinks in entities, not keywords

What is Knowledge Graph Optimization?

Knowledge Graph measures how well your content maps to real-world entities that AI engines already understand. AI systems like Google's Knowledge Graph, Wikidata, and internal LLM knowledge bases think in terms of entities (people, organizations, concepts) and their relationships β€” not keywords. Content rich in specific, well-known entities signals substance to AI.

The analyzer detects named entities, counts entity relationships, and evaluates entity density. Pages with 20+ entities and explicit relationships between them earn significantly higher scores in your GEO-Score.

What Counts as an Entity

AI engines recognize several categories of entities in your content:

learnKnowledgeGraph.entityTypes.types.organization.title

learnKnowledgeGraph.entityTypes.types.organization.description

learnKnowledgeGraph.entityTypes.types.person.title

learnKnowledgeGraph.entityTypes.types.person.description

learnKnowledgeGraph.entityTypes.types.product.title

learnKnowledgeGraph.entityTypes.types.product.description

learnKnowledgeGraph.entityTypes.types.concept.title

learnKnowledgeGraph.entityTypes.types.concept.description

How to Improve Your Score

Avoid

  • βœ—learnKnowledgeGraph.howToImprove.avoid.items.noEntityMarkup
  • βœ—learnKnowledgeGraph.howToImprove.avoid.items.ambiguousNames
  • βœ—learnKnowledgeGraph.howToImprove.avoid.items.noWikidata
  • βœ—learnKnowledgeGraph.howToImprove.avoid.items.inconsistentNaming
  • βœ—learnKnowledgeGraph.howToImprove.avoid.items.noSameAs

Do Instead

  • βœ“learnKnowledgeGraph.howToImprove.doInstead.items.addOrgSchema
  • βœ“learnKnowledgeGraph.howToImprove.doInstead.items.linkToWikidata
  • βœ“learnKnowledgeGraph.howToImprove.doInstead.items.useSameAs
  • βœ“learnKnowledgeGraph.howToImprove.doInstead.items.consistentBranding
  • βœ“learnKnowledgeGraph.howToImprove.doInstead.items.claimProfiles

Quick Tips

  • β€’learnKnowledgeGraph.quickTips.tips.createWikipedia
  • β€’learnKnowledgeGraph.quickTips.tips.addSameAsLinks
  • β€’learnKnowledgeGraph.quickTips.tips.useOrgSchema
  • β€’learnKnowledgeGraph.quickTips.tips.consistentNap
  • β€’learnKnowledgeGraph.quickTips.tips.earnMentions

Related Metrics

  • E-E-A-T Signals

    Author and organization entities are both knowledge graph nodes and trust signals.

  • Topical Authority

    Entity-rich topic clusters demonstrate deep expertise in a knowledge domain.

  • Schema Validator

    Schema markup with sameAs properties explicitly connects your content to the knowledge graph.

Made changes? Check your score.

The best way to improve is to test, optimize, and test again. Run a free GEO-Score Check after every change to verify your optimizations are working. Analyze your page as often as you need.

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Knowledge Graph: Help AI Engines Map Your Content to Real-World Entities