A practical multilingual GEO framework for cross-border brands based on Google’s multilingual site guidance and the global expansion of AI Overviews.
How Yamaguchi evaluates GEO using technical readiness, answer-layer presence, narrative quality, and business impact, supported by Google, Bing, Pew, and public research.
A repeatable audit routine for crawl, index, canonical, and discovery stability.
Use standardized fields and page structure to reduce local misinformation at scale.
A practical three-layer measurement model linking visibility to business quality.
A practical way to balance growth speed and policy risk as AI search monetization evolves.