To RFP, or To not RFP, that is the question

I go back and forth on the value of using the RFP process to engage vendors.  I understand it levels the playing field but some of my best and longest vendor relationships were not developed through and RFP process.  

I'm curious, how do you engage vendors?  Do you RFP for every project or do you build relationships in other ways?