iOS video playback is pretty highly optimised and hardware-assisted, though, right?

Not sure you can really extrapolate non-video battery life from video battery life. I have an ageing iPad and I can get a couple of hours of video when the battery is at 30%, but it would be gone in 45 minutes if I was browsing.