In recent years, the volume of data generated has followed an exponential trend, more and more information are collected and stored and companies can process these data to extrapolate useful information for their business. The importance of privacy is growing in people's minds as they became aware of the potential adversarial use cases that unprotected data could lead to, and countries followed this trend by rapidly adapting to Data Regulations. To comply with these regulations, companies must rely not only on adequate data processing techniques but also on how to detect these risks in the first place. This project, carried out within the Accenture Lab AI division, is born to explore the state of the art in terms of privacy attacks and corresponding defence mechanisms to expand the Automated Privacy & Value Assessment Tool (APAT) already developed by the department.