When an AI model finds conflicting information about your business, it does not stop and ask which version is correct. It does not show the customer a warning.
Frank Masottis Insights
If you searched for this, someone has probably told you your website needs schema, and you want to know what you are actually buying with that work. Here is the direct answer.
Here is the short answer. When your website describes your business one way and older sources describe it another way, AI rarely chooses between them the way you would expect.
Most business owners assume AI reads a website the way a person reads a brochure. Open the page, absorb the content, form an impression. That is not what happens.
f you have been publishing more blog posts, more service pages, more FAQs, hoping that volume alone would help AI understand your business better, here is the direct answer.
If you have ever asked ChatGPT or Gemini to describe your business and gotten back something strange, flat, or slightly off from what you meant, the reason is usually simpler than it seems.
If you searched for this, something has probably already confused you. You have a good reputation. People know your name. Maybe you have been in business for twenty years, maybe you have a wall of awards, maybe your customers refer you constantly.
If you searched for this, you have probably already had the AI check your business, seen that the facts look mostly right, and still felt like something was off. The address is correct. The industry is correct. The services are listed correctly. And yet the picture that comes back does not feel like your business. […]
If you searched this, you have probably run into the word in a slightly confusing way. Maybe someone mentioned "entity based SEO," or you read that Google and AI models "think in entities," and it was never quite explained what that actually means for a business like yours.