Inyong Lab: Measuring AI Search Citations

Field notes

The diagnostic requests pages, robots.txt, and sitemaps with crawler user agents, then judges the server-delivered HTML rather than the rendered screen. Its four-part report covers crawler access, citation-ready evidence such as definitions and comparisons, JSON-LD and sameAs relationships, and PageSpeed measurements. The homepage also separates six AI environments instead of treating “AI search” as one channel, and records blocked or unavailable checks as not measured rather than zero.