AI-search visibility and GEO guidance expand

AI SEO/AEO/GEO remains a recurring visibility theme for education brands. New guidance highlights AI citations, branded visibility, assisted conversions, and server/CDN log data as more meaningful than synthetic prompt monitoring alone, but evidence is still largely vendor-led and should be validated through Search Console, analytics, logs, and enrollment data.