Before assuming that your reliability would be increased by adding more AZs, verify where the problems of reliability comes from in the first place. I find more times than not, the down times comes from people applying changes, not when you just leave things running like they are. It's only if the AZ or underlying machines has troubles, that you should start thinking of expanding to other AZs