AI does not receive context about your business. It reconstructs it.
Entity
If you have rebranded and AI still describes your company under the old name, or describes the new name as though the business opened last month, the cause is not that AI missed your announcement.
If you searched this, you probably ran into the claim somewhere and could not tell whether it was literally true or just SEO language dressed up.
If you searched for this, someone has probably told you your website needs Organization schema, or you saw it flagged in an audit, and you want to know what it is before you pay someone to add it.
If your website is already clear, already literal, already free of anything a reader could misread, and an AI model still describes your business as smaller or vaguer than it is, there is one more thing worth checking.
Two businesses can offer the same service, in the same city, at the same level of quality, and receive very different answers when a customer asks ChatGPT, Claude, or Gemini about them.
If you have read that AI models "think in entities," you were probably left with the term and not the reason. Here is the direct answer. AI thinks in entities because information about the world does not arrive in one piece.
If you paid for schema markup, the validator passed, and AI still describes your business incorrectly, you are probably asking what went wrong with the implementation. Usually nothing did.
If you have already cleaned the metaphors out of your website copy and an AI model still describes your business vaguely, the problem is probably not your tone. It is your sentence structure.