We describe some of our most recent achievements concerning the selection o
f the best set of reaction conditions for a specific reaction. In particula
r, we will concentrate on the selection of the best solvent to minimize sid
e reactions. The solvent should favor a kinetically controlled reaction if
it is a good solvent for the transition state and a bad solvent for the gro
und state, decreasing the activation energy. Consequently, we need the desc
riptions of the transition state and of the state solvation. We generally a
pply the principle of "similarity in solvation"; i.e., we calculate an appr
oximate similarity between reactants, transition states, and solvent molecu
les. The more the former are similar to the latter, the more they are solva
ted. This permits the selection and the ordering of the solvents. We consid
ered other aspects of reaction conditions that will be briefly commented on
. Some results will be presented to illustrate the power of the method.