"Utterly" is kind of strong
If the idea is to get "one number to rule them all" then readprobe, atm or whatever are not appropriate. They are quite artificial and will behave very differently from your real code.
They are useful to help you understand how much room for improvement you might have in your code or to compare certain options that you might be looking at in your hardware.
In many respects they are both very simple tools. When used properly and the results interpreted with appropriate caveats they can be helpful.