But how can you tell one from the other? I'm sure many an entrepreneur has sworn up and down that they are in this for long haul and will never sell out, right up until the point where someone shows up with a large bag of cash.

Giving money to a small startup is always a gamble, and if all you've bought is access to a web app then you have to take into consideration that they can take that away from you at any time.