Most truffle fries are made with truffle oil, which often isn't actually made from truffles.

"Truffle oil is controversial as a flavoring ingredient, as nearly all truffle oil is produced from one synthetic flavor compound, and may lack the complex flavors and aromas of fresh truffles."

https://en.wikipedia.org/wiki/Truffle_oil