I’ve been in poly relationships most of my adult life, around 15 years now. I’m certainly familiar with the type of relationship you describe, but the long term, stable poly relationships are the ones that have been poly from the get go.
I don’t tend to date people who are “opening things up” in a previously monogamous relationship, because being someone’s learning experience is a bummer.