Founder here. Aito does help with some of the data cleaning concerns: - There is automatic feature selection/filtering to selec most relevant features from hug

Founder here. Aito does help with some of the data cleaning concerns: - There is automatic feature selection/filtering to selec most relevant features from huge feature pools - Inference through links does help with the data aggregation / flattening work - There are also new techniques coming in in the future release, which does some feature engineering automatically - Then there is the ability to express missing data, the ability to bin numeric values and Bayesian mathematics helps with certain data chacteristics In future, you could likely large skip the step, where data scientist turns deep datastructures into flat dataframes.