Occam's Razor

Occam's Razor - Entities should not be multiplied beyond necessity

This phrase will stand out during a normal conversation so it's variation should suffice, "The simplest answer is usually the correct answer." But I like Albert Einstein's quote with the same thinking, "Make everything as simple as possible, but not simpler."