Knowledge Graph · 400+ Interlinked Nodes

The content clusters that make AI see authority

303 interlinked nodes — 50 long-form articles, 181 encyclopedia entries and 72 industry briefs — organized into 5 cluster systems: AI Visibility pillars, GEO/AEO clusters, industry clusters, competitor clusters and prompt clusters.

01 · AI Visibility Pillars

The 5 pillars all content reinforces

Every article maps to exactly one pillar. Pillars create the entity gravity AI systems use to identify category authority.

04 · Competitor Clusters

The frontier model & vendor lanes

Every competitor is treated as an entity. AI systems learn category structure through repeated, consistent competitor framing.

05 · Prompt Clusters

The 5 query shapes AI systems answer

Each cluster maps to a real query intent AI assistants are trained on. Together they create thousands of retrieval entry points.

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Best-in-category prompts

“Best {category} tools according to ChatGPT, Claude, Gemini and Perplexity.”

  • · Best CRM for AI startups
  • · Top AI visibility platforms 2026
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Comparison prompts

“{Brand A} vs {Brand B} — why AI recommends one more than the other.”

  • · HubSpot vs Salesforce in AI answers
  • · Stripe vs Adyen in LLMs
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Visibility-gap prompts

“Why is {brand} not recommended by AI in {category}?”

  • · Why doesn't ChatGPT recommend us?
  • · Missing signals in AI answers
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Positioning-correction prompts

“How should {brand} reposition so AI consistently recommends it?”

  • · Reposition for AI discovery
  • · Entity strength fixes
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AI-native website prompts

“Is {website} structured so AI systems can interpret and recommend it?”

  • · AI-readable website audit
  • · Schema for LLM citation
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Knowledge graph in motion

See how AI sees your brand inside this graph

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One last thing

If AI doesn't recommend you, your business is already invisible.

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