GEO clusterJul 10, 2026·4 min read
Entity signals: teaching AI who you are
Organization schema, sameAs, consistent naming — the signals that make models confident enough to cite you.
Part of the Generative Engine Optimization cluster
New here? Start with the pillar guide: Generative Engine Optimization: the complete guide.
TL;DR
Models cite entities they can identify with confidence. Consistent naming, Organization schema, verified social profiles, and a Wikidata entry — where eligible — remove the ambiguity that suppresses citations.
Key facts
- Organization schema is the highest-leverage single markup for entity clarity.
- sameAs links to social profiles let models cross-verify your identity.
- Wikidata entries feed almost every major model's knowledge graph.
The four signals
- Organization schema on the homepage with logo, sameAs to every social profile.
- Person schema on author pages linked to LinkedIn.
- Consistent brand name — no ‘Acme’, ‘Acme Inc’, and ‘ACME’ variants.
- A Wikipedia or Wikidata entry when eligible.
Frequently asked questions
Do I need Wikipedia to be cited?
No — but it dramatically raises confidence for smaller brands. Wikidata is easier to qualify for and provides similar lift.
Put this into practice
Run a RocketRank™ audit and see exactly where you're invisible — and the one-click fix for each finding.
