For those who don't know, the OP's complaint is a good one, but is also reasonably met by the most basic sort of Times Series Decomposition methods. To wit:
Forecast = f[trend, annual, seasonal, [even daily], random] content. Your job as a data user is to weddle out the most of the systematic...