In my previous companies for most post-screen candidates we would reach out behind the scenes through our personal networks (or worst case via our investors net

In my previous companies for most post-screen candidates we would reach out behind the scenes through our personal networks (or worst case via our investors networks getting an intro) to a person with a chain of trust back to us who has worked with the candidate.