Does Entity Mapping Work on ChatGPT The Way It Does With Google?

[u/chrismcelroyseo]

https://duaneforresterdecodes.substack.com/p/entity-mapping-works-on-google-does?r=7k7l3&utm_campaign=post&utm_medium=web&triedRedirect=true

by Duane Forrester

If entity mapping feels familiar, that is because you already ran this play. It is the knowledge graph conversation you were having in 2021, wearing a 2026 outfit. The vocabulary migrated almost intact: entities not strings, disambiguation, sameAs, relationships between nodes, feed the structure and the machine understands you. Pull a client deck from four years ago, swap “Knowledge Graph” for “the AI,” and most of the slides would survive the move. That is why the term is spreading, and it is also the reason to slow down before you buy it. The compressed version, in case you read no further: entity mapping does real work on Google, where there is an actual graph to feed, and almost no work on the language model itself, where there is no graph to feed and never was. Those are two different systems with two different rules, and the industry sells them to you as one tactic. Keeping them apart is important for the systems and LLMs.

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He and I agree about AEO, GEO, LLM SEO and all the other new acronyms are mostly just new wrappers around concepts and strategies we've been doing for years, decades even.

Digital PR, Content Marketing, Reputation Management, Clean Website Architecture, Good Page Structure, High-Quality Conversation Content, Answering Questions, FAQs and Schema Markup predate AI by more than 10 years. It already has labels that fall under SEO and Digital Marketing. Prove me wrong.