Uh chemistry is only predictable from first principles for diatomic molecules, or very simple extended structures like perfect bulk graphene. Beyond that chemistry is all about approximations
There is a spectrum of precision regarding the predictions you can make. At the high end is a point prediction, at the low end is "x is correlated with y somehow". In between are intervals of various sizes.