Wikidata

The open knowledge base behind Wikipedia. AI training data weights Wikidata heavily, making a Wikidata entry one of the highest-leverage AEO investments.

Wikidata is a structured-data sibling of Wikipedia. Every notable entity has a Q-number (e.g., Q95 = Google) with hundreds of properties. Adding or improving your brand's Wikidata entry can lift AI citation likelihood within weeks.

Eligibility requires “notability” (substantive coverage in independent sources). Many B2B brands qualify but never claim their entity. Start at wikidata.org.

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VibecodeAEO scans your site for all AEO factors weekly and tells you exactly what to fix.