I know a guy who told me 8 years ago about an idea he had for a "black box" optimization consulting service. You give him a pile of data, he uses ML to optimize for whatever.
FYI there is also a different "automl" suite of libraries maintained by Frank Hutters lab at the University of Freiburg - [1]. His group has been leading a lot of research in the area of hyperparameter tuning.