By default, I go with the inclination to put code in functions when I tackle a project, because most of my projects are just products and applications without a public API and testing or debugging the flow in a functional paradigm is much simpler. I can take a function and plug it in the interactive interpreter (in Python) and run it without needing to instantiate other state that's needed for the test.

However, in certain cases, like where I need to write a public API, I have found that having classes as wrappers to the functionality helps it a bit. So really, the "stop-writing-classes-unless-you- absolutely-need-to" guideline still holds true for me.