Here is an interesting look at some of the well-known companies - What did Billion Dollar Companies Look Like at the Series A? The article gets into some of the common criteria, which I'll briefly list here: Easy-to-Dismiss Ideas Competitive Markets Reinventing Existing Consumer Behavior Untested Founders Zero Monetization