Google has moved beyond treating AI features as optional add-ons, instead embedding them into the foundational architecture of the search engine. Consequently, administrators cannot isolate the 'AI Overviews' or generative components without disabling the entire search interface, creating an all-or-nothing trade-off for academic institutions.