This presentation provides insights into the practical applications of artificial intelligence (AI) and machine learning in the insurance sector. Using examples from our work at ControlExpert, I will demonstrate how advanced image recognition and natural language processing (NLP) technologies are leveraged to automate and optimize processes. Additionally, the talk will highlight how data scientists with backgrounds in physics, mathematics, and other disciplines can effectively translate their skills into valuable contributions within the industry.