You're correct, but the implementation is limited. Chrome supports it, I think via Google Authenticator, but even their Gmail app doesn't support it directly. Nor does Dropbox, which are my primary two use cases. I highly doubt most other apps do either. The Google Authenticator support is a step, but it really needs to move to "enter password, tap token" in any app to really be useful.