and was wondering what ideally I should be looking for in a webhost?
Take a look at the requirements of the forum script you'll be using and you'll know what you need for it to run.
Of course, to that you add reliability and quality support, which, prior to using the host, can be roughly assessed by reading what other customers feel about it. Hosting forums are a particularly good source of such feedback.