A safflower farm can be described correctly as an oilseed operation and still be misunderstood in ways that matter.
Questions and Answers
If you are trying to figure out what entity consistency actually means for your business, and how you build it, here is the direct answer.
If you are looking for a list of common schema mistakes, here is the one most lists leave out. The mistakes that actually change how AI describes a business are almost never syntax errors.
If you are wondering whether your headlines matter to AI systems the way they matter to readers and search engines, here is the direct answer.
You asked ChatGPT, Claude, or Gemini what your business does, half expecting a mess.
If you have been told that AI thinks in entities, and you have made sure your business is one, here is the part that usually gets left out.
If your website has schema on more than one page, here is the direct answer to whether it needs to agree with itself.
If you are wondering whether your website still matters now that so many customers ask ChatGPT, Claude, or Gemini about businesses instead of visiting them, here is the direct answer.
If your website reads well, converts well, and still produces a vague or oddly broad description when you ask ChatGPT, Claude, or Gemini what your business does, the cause is probably not bad writing.