Search Engine Journal explores why on-site entity mapping effectively improves Google's knowledge graph but fails to impact large language models like ChatGPT. The analysis reveals that language models lack the node-based architecture that feeds Google's entity system, meaning SEO strategies optimizing for entities don't transfer to AI chatbot training or results.
Why it matters: Marketers and SEO professionals need to understand that entity optimization strategies work differently across search engines and AI platforms, requiring distinct approaches for Google visibility versus ChatGPT relevance.