The car test does most of the work and there is a cheap way to run it before booking: open a map, drop a pin where you would stay, and see what is within a fifteen minute walk. A supermarket, a cafe, somewhere to eat, transport.
If three of those four are missing you already know. That takes two minutes and it has been right for me every time, including for cities I had strong opinions about.