Search industry veteran Duane Forrester warns that entity mapping tactics built for Google's Knowledge Graph don't directly transfer to language models like ChatGPT. Understanding the distinction between structured databases and LLM probability models is critical for building a cost-effective AI search strategy.

Google has begun nesting its Top Stories carousel inside AI Overviews instead of displaying it as a standalone module lower on search results pages. Consequently, businesses that use Google's Search Console controls to opt out of AI Overviews risk forfeiting access to prime, top-of-page search real estate.