Initial configuration done on a bench, or fully deployed in-rack?

I'm curious what process folks use to deploy new hardware: Do you do all of the initial configuration via console on a lab bench while disconnected from the network, or do you prefer to rack and connect all of the physical layer first and THEN do the configuration? Or plug in one ethernet and then do all configuration via SSH?