I’ve taken cabs in Canada (Toronto, Vancouver, Montreal, always as a tourist/business traveler) and it was exactly as described.

Now that cab companies have somewhat caught up in technology, with pay by phone and app-based booking, I’m prepared to consider them again. Price was never an issue.