Everyone's answering about using it for coding and deep knowledge work.

But what about the opposite: all the other stuff that's surface? Today I had it fill out a calendar, to generate test data meeting specs, to do some simple translation, to proof some reading, to search.

If there's a task that can be directed and it takes less time to direct than do, it's a productivity gain.