In my experience too with testing the NEO, they're just not as reliable to work with compared to the later models (both over NFC and USB). I believe the NEO was the first to bring in new features for the Yubikey, and the kinks weren't all ironed out yet.

If you have a NEO still, I'd recommend at least upgrading to a 4 if you can.