It's very difficult to truly evaluate a business without talking to the founders. Sometimes a bad sounding business (such as air mattress rentals) will turn out to be a really great business (such as AirBnb).

That said, I'm sorry you had a bad experience. We're working on better ways to pre-screen startups before interviews so we can hopefully avoid as much unnecessary travel as possible.