Strategy & Research

AI Visibility Insights

Deep dives into GEO, AEO, and the future of LLM-based search.

AI Citation Engineering framework
Pillar

What Is AI Citation Engineering?

The definitive framework for getting your brand cited by ChatGPT, Perplexity, and Google AI — the 8-signal Citation Architecture explained.

45 min read
Entity Spine: knowledge graph showing resolved vs unresolved brand entity for AI citation
Entity & Schema

The Entity Spine: Why AI Engines Don't Know Your Brand Exists

AI citation engines apply entity disambiguation before evaluating content. Without a Wikidata entry and Organization schema, citation probability approaches zero — regardless of content quality.

18 min read