So is everyone just charging according to what similar sites do?

I'd think there'd be some stuff like, I spent this much to launch, will be spending xx amount to update for a year, and doing some calculations on the membership figures, rebills, affiliate payout %, processor fees, hosting and so on to get some estimate of when you'd actually turn a profit using different membership prices.