However, intelligentia is not a common English word, and it's not a root word in the same way that "pre" is a prefix. It's more accurate to say that "intelligence" comes from the Latin word "intelligentia".
"Intelligentia" itself comes from the Latin verb "intelligere", meaning "to understand" or "to perceive".