Abstract: In recent years, artificial intelligence (AI) has become a crucial component in optimizing and maintaining IT infrastructures. The implementation of predictive models based on historical data (logs, metric data) enables proactive issue detection, thereby reducing the number of unplanned downtimes and optimizing response times to technical issues.