I'm really fond of winter shoes. They're faster to put on,and they stand up to walking far, far better than shoe covers.
But sure, in your temperature range, and if you only plan to hobble a select few steps before getting on the gike, then shoe covers can be an option.
I've never found brand to be of particular interest, but what's been important to me have been how well a certain cover fitted a certain shoe. A thing like if the shoe has straps or clasps can have a huge impact on how well (or poorly) a certain cover will fit a certain shoe.
Next thing is ankle fit.I had one pair that was outright uncomfortable when it had to deal with socks and long legged pants.
so, as with most things shoe-related, it's better if you have the possibility to try them on.