Structured Data
Machine-readable markup (like Schema.org JSON-LD) added to web pages that helps AI models and search engines understand the content and context of a page. Its effect on AI citations is not established: a controlled study of 1,885 pages against roughly 4,000 controls found no significant increase after schema was added, so treat it as a way to state entities and content explicitly rather than as a citation lever.
GEO Glossary
- Every LLM SEO Guide Gives the Same Eight Tips. We Measured Six of Them.
We asked two AI surfaces what LLM SEO is. They cited fourteen pages giving the same eight tips, none with a measurement. Five do not survive our register.
- We Asked 71 Pages an AI Cited What They Declare About Themselves. Fewer Than Half Say What They Are.
Schema markup is the standing advice for AI visibility. Of 46 readable pages that AI answers actually cited, 93% carry JSON-LD and 41% declare what the page is.
- Knowatoa Review 2026: The FAQ Answers a Question About a Number the Pricing Page Never Gives
Knowatoa costs $59 or $199 a month. Its own FAQ refers twice to a question limit that appears nowhere on the page, and never names its seven services.
- Answer Engine Optimization: AEO vs GEO vs SEO
AEO is optimizing to be the answer, not a link. What separates it from GEO and SEO, what the controlled evidence supports, and what it does not.