Which of the analytics tools were the most useful? Did you use Google Analytics goal conversion tracking?
Mixpanel was extremely useful just to see where the huge holes in our funnel were. For example, only 30% of the people that see our signup page end up signing up. Now that we know a lot of people are following through with signup, we're focusing attention this week on improving that number.
We just started using Optimizely and so far it's been great but I haven't used it enough to really comment. Optimizely seems to be really great for micro-optimizations and we've been focusing on bigger complete page redesigns thus far.