Elias Vormann

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L12

Audit a German supplier site for GEO readiness

Measurement Query: “GEO audit German website”

Students can perform a readiness audit that links AI answer failures to specific page, source, language, or access problems.

What this lecture covers

This lecture brings earlier tools into one audit sequence. The composite scenario is deliberately imperfect: the supplier has strong certificates, weak application pages, a good distributor listing, and a product page whose headline hides the exact component category.