I am fine with it when the chat happens on a platform I am already using. I often use Facebook Messenger to contact companies as I have realised a lot of them actually have chat support there, even though it is not listed anywhere and their website only mentions calling (and they usually answer way faster than email!).

But if I am having to stay on your website and use your chat widget I expect a faster reply!