The infrastructure is the brand: why technical SEO outweighs "AI hacks"
A source-bounded look at Google does not prioritize AI schema or LLM.txt files for inclusion in AI overviews
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.
What the Ahrefs schema study actually says about AI citations
A widely shared study did not prove structure is dead. It showed that bolting schema onto a weak page will not buy citations, which was never the claim worth defending.
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.
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.