No security researcher has ever found proof that they are "always on" and recording everything people say. If they were, it would be front-page news and Amazon would have government investigations.
The devices listen for their wake word before ever transmitting data to the cloud. (This is also because the sheer amount of bandwidth needed for always-on would be un-economical even for Amazon).