I liked The New Normal pilot quite a bit, the episodes that aired after it not nearly as much. Everything is so rushed and frantic that it's hard to get a grasp of the characters and the jokes are really hit and miss.
I am feeling the same way about the show - everything moves so fast! You have to DVR this show, otherwise you will be missing the rapid fire jokes. I haven't given up on the show yet, but I don't necessarily like this style.