Context
Google Search Central announced a new guide for site owners and developers on optimizing for generative AI Search features, emphasizing original content, local and multimodal information, GEO misconceptions, agent guidance and foundational SEO practices.
What changed
Published dedicated official guidance addressing optimization for generative AI features in Google Search rather than treating AEO and GEO as independent, undocumented ranking systems.
Why it matters
Provides primary-source criteria for evaluating AI visibility advice and separating documented Google recommendations from unsupported optimization folklore.
Visibility OS interpretation
Visibility OS interpretation: prioritize accessible, useful, differentiated content and evidence-based technical SEO while treating claims of special AI citation tactics skeptically. Google did not provide measured citation lift for any single tactic.
What remains uncertain
How will the linked guide evolve? Which specific recommendations affect AI Mode versus AI Overviews? Does following guidance measurably increase citations independent of conventional indexing?