To action your change, click the red “Save” button at the top of the screen. Now restart Home Assistant (via the Settings ...
There aren't many Android Auto settings on offer, but I always change these essential items when I set up the service.
As you might imagine then, I've spent a lot of time experimenting with the desktop version of Spotify to get the most out of ...