The 3-2-1-Go countdown was so that they knew when to start the timer, as they needed to adhere to certain procedures on departure. Out of London they would cut the AB to reduce the noise level at a certain time from power on.
A very good DVD set to view all of this and more is the ITVV Concorde Doco. 5 Hours worth of Concorde action!