Schema untuk Generative Engine Optimization (GEO)

GEO (Generative Engine Optimization) adalah nama baru untuk optimasi AI visibility. Meskipun belum ada schema 'GEO-specific', beberapa schema standard punya properti yang specifically useful untuk GEO. Berikut yang paling bernilai.

Properti high-value untuk GEO

Article dengan GEO properties

{
  "@type": "Article",
  "headline": "Entity Infrastructure 101: Cara Muncul di Knowledge Graph",
  "author": {
    "@id": "https://hibranwar.com/#person",
    "knowsAbout": ["entity SEO", "Knowledge Graph", "Wikidata"]
  },
  "about": [
    { "@type": "Thing", "name": "entity SEO" },
    { "@type": "Thing", "name": "Google Knowledge Graph" },
    { "@type": "Thing", "name": "Wikidata Q-ID" }
  ],
  "mentions": [
    { "@id": "https://hibranwar.com/#organization" },
    { "@type": "Thing", "name": "schema.org" },
    { "@type": "Thing", "name": "llms.txt" }
  ],
  "citation": [
    {
      "@type": "CreativeWork",
      "name": "The Google Knowledge Graph paper",
      "url": "https://research.google/pubs/..."
    },
    {
      "@type": "CreativeWork",
      "name": "llms.txt specification",
      "url": "https://llmstxt.org/"
    }
  ]
}

Entity mention enrichment

mentions property memberitahu LLM: 'article ini menyebut entitas-entitas berikut dengan substance'. Jangan list 50 entitas. Hanya 5-15 yang benar-benar dibahas substantive.

Citation signal

• citation array dengan 3-10 external references.Source primer, bukan opini random.
• Setiap citation punya name dan URL.Kalau URL tidak ada, at least name + author.
• Mix source: academic, authoritative web, official docs.Variety = credibility.
• Citation di konten match citation di schema.Body text juga mencantumkan.