Yelp is now a required AI local discovery layer
Yelp and local directories do not replace the owned source of truth, but they shape whether AI engines can corroborate it.
Citeable Insights
Thought leadership for the AI discovery layer.
Analysis on entity trust, local discovery, citation systems, and the factual infrastructure AI models use to decide who gets surfaced.
single-platform AI visibility is a false signal
A clean answer on one AI platform can hide conflicting identity records, lost history, and credential borrowing on another.
page-one rankings do not guarantee AI summary visibility
Page-one rankings no longer guarantee AI visibility when answer engines cannot reconcile a business across readable source layers.