To be fair... When I say "I'll give it three episodes" I don't mean I'll watch for three and then stop. I just mean if it's not done anything horrifically wrong within those three I'll keep watching.
I can only think of one show recently that has failed the three episode test, Supergirl. Although Dark Matter came very close, but pulled it back with an AWESOME third episode.