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
- Peec AI Alternatives in 2026: What They Cost, Since Peec Does Not Say
Sixteen Peec AI alternatives with the entry price read from each vendor's own page and the engines that price buys. We sell here, and we are in the table.
- 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.
- We checked 26 publishing hosts against 14 AI crawlers. Eleven let Google in and shut the AI out.
Publishing on a domain you do not own is sold as AI visibility. We read the robots.txt of every host that advice names. Two AI firms block each other.
- 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.