Except that isn't what they are saying, since chai tea is a particular type of tea here.
Yeah, but it still refers to tea in particular rather than type, which is why it's not a very good descriptor. I find many North American places make that mistake. But for simplicity sake, calling it Chai Tea is probably easiest for marketing purposes.