"What time do we start?"
This doesn't necessarily mean what hour, but when. 几点 means what time, what hour.
Why can't the question go at the end this time?
Like "You work out where?". You can do it for asking names for example "You are called what"
Why can't you put the "What time" at the end, like when asking for peoples name you can say "You are called what"