The purpose of CerviAssistAI project is to efficientize the process of diagnosing cervical cancer, the second most common form of cancer in the world among women, by introducing an automated system of evaluating Evaluation of Papanicolaou smears in the process of screening, detection, and classification of cells. This system ensures the analysis of a larger number of collected cells in less time and with a lower error rate.