Why can the same brand appear differently across different AI systems?

faq

Because each AI model uses its own logic for interpreting content, gives weight to sources differently, and relies on different signals when forming an answer. One system may be better at reading site structure, while another may be stronger at understanding brand wording and entities. That is exactly why AI visibility cannot be assessed on the basis of a single interface or one successful answer.

faq