From the iPhone WordPress app, you can upload video just as you would a photo. Here’s a quick video test of me playing my new guitar in the new year, with my new purple fingers. WordPress video upload appears to delete the audio if you use the iPhone WordPress app, but if you view the post outside of the app, the sound is still there.
Some say you should never upload or host a video on WordPress. Upload to YouTube then embed instread.