Definitely recommend billing by the day (or even week). It can make a huge difference in your relationship with the client and helps get them past thinking about how much you work and focus more on what you accomplish.

On a side note I actually offer billing by the half day, but price a half day at more than half a full day. This is intended to encourage clients to batch up work rather than feed it to me in dribs.