How adjust your AI solution to the new domain? How retrain your model on new industry-specific data? How to increase labeled dataset for minimum cost? Do oracles exist? We will look at these problems from the data protection point of view and bring possible solutions. We will talk about methods, which discuss how to adapt NLP and CV solutions to any type of industry.