These are deterministic, source-backed cards from the offline export. They are not live AI answers.
ChatGPT appears to rely more on internal entity IDs and structured fields; a consistent entity identity may help OpenAI associate brand/product/person information reliably.
@@tjrobertson52 · asserts
rand, your product or yourself. So as a brand, your goal should be to get as much information about your entity into this knowledge graph as possible. So let's talk about how you do that. If you're an e-commerce business, it's clear that the product schema is gonna become even more important. If you're not familiar with schema markup, I recommend googling...
ChatGPT's new entity system changes everything for brands. Here's what you need to do about i...
@@tjrobertson52 · 2025-11-06
There's been a lot of talk in the last 48 hours about ChatGPT's new brand identity field or entity ID. So I just wanna talk about what we know so far and what I see as the actionable insights we can take away. It seems like ChatGPT has made some kind of change towards entities in the last month. Most of the information I've seen on this so far has come fr...
There's been a lot of talk in the last 48 hours about ChatGPT's new brand identity field or entity ID. So I just wanna talk about what we know so far and what I see as the actionable insights we can take away. It seems like ChatGPT has made some kind of change towards entities in the last month. Most of the information I've seen on this so far has come from WordLift or Profound. They both uncovered the data from ChatGPT's responses showing that they've become more reliant on this entity ID and other structured f...
rand, your product or yourself. So as a brand, your goal should be to get as much information about your entity into this knowledge graph as possible. So let's talk about how you do that. If you're an e-commerce business, it's clear that the product schema is gonna become even more important. If you're not familiar with schema markup, I recommend googling it. It goes beyond the scope of this video but it's the most common form of structured data. Not only does Google rely heavily on the schema for their shopping...
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