For (1), it should be if your GPs have the same size, so you can stack the coefficients and do a matrix matrix multiplication instead of several matrix vector multiplications. For (2), it usually is for me.
For (1), it should be if your GPs have the same size, so you can stack the coefficients and do a matrix matrix multiplication instead of several matrix vector multiplications. For (2), it usually is for me.