Not all schema is equal in the eyes of an AI engine.
Across 60 enterprise audits, Organization, Article, author, and FAQ schema correlated with citations, while a long tail of rarely-parsed types added markup weight without lifting mention rate.
Valid, focused structured data that maps to how engines summarize a page beats exhaustive coverage. Clean and legible wins over comprehensive.
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Josh leads work at the intersection of SEO and generative engines at Something Inc., helping B2B brands get ranked and cited across every major AI engine.