Auditing online software systems for biAs automation increasingly becomes a part of society, processes that reverse engineer and uncover key aspects of algorithms and automated decision systems become essential. Algorithmic auditing plays a crucial role in ensuring fairness, accountability, and transparency. It allows communities to monitor technology and decision-making systems, ensuring they align with specific values and requirements. The Italian car insurance industry plays a critical role in the country’s economic, social, and political landscape. With Italy ranking second only to Luxembourg in car ownership among EU states, auto insurance is vital in making vehicle ownership and usage less financially hazardous for individuals.