You can’t fix a problem by simply trying different solutions to see if they work. In order to fix a problem, you have to understand the problem first.
So, please, if you’re a developer, don’t assume saving a couple of CPU cycles here or there will solve the problem. And if you’re a manager, don’t assume some new hardware will solve the problem. Do some analysis first. Finding out if disk I/O, memory, CPU cycles or single threading is the problem is really not that hard if you spend a little time thinking about it and benchmarking various things. And in the end, you’ll have a much better overview of the situation and the problem, and you’ll be able to come up with specific solutions which will actually work.
And that’s how you save money.