If you have a group of N potential customers that seek your services randomly and independently, then the standard deviation of customers is sqrt(N). This means

If you have a group of N potential customers that seek your services randomly and independently, then the standard deviation of customers is sqrt(N). This means you need less and less % extra capacity for handling randomly busy days the larger N is.