1. I saw / looked at him as a genius. How about watch? Can watch be used with as?-- It sounds impossible with this meaning.
2. I've watched you as a colleague, nobody works harder than Sam Donaldson.-- This carries a different meaning. In #1, both see and look at mean consider/view. Here, watch simply