Handsomedan:
OK - next stupid question - do I need to set up an account with anyone, or are they like a Gas station, where I can just pay via card at the "pump"?
No, you will need an account,
This is a pretty good primer for an EV roadie
https://charge.net.nz/knowledge-article/10-ev-charging-tips-for-new-drivers/