The functional potential formalism is used to analyse stationary axisymmetr
ic spaces in Einstein-Maxwell-dilaton theory. Performing a Legendre transfo
rmation, a Hamiltonian is obtained, which allows us to rewrite the dynamica
l equations in terms of three complex functions only. Using an ansatz resem
bling the one used by the harmonic maps ansatz, we express these three func
tions in terms of the harmonic parameters, studying the cases where these p
arameters are real, and when they are complex. For each case, the set of eq
uations in terms of these harmonic parameters is derived, and several class
es of solutions to the Einstein-Maxwell equations with arbitrary coupling c
onstant to a dilaton field are presented. Most of the known solutions of ch
arged and dilatonic black holes are contained as special cases and can be n
on-trivially generalized in different ways.