The Singapore SME was incorporated in 2018, is a technology provider specialising in developing artificial intelligence (AI) technologies. The SME’s vision is to deliver smart operations for businesses and a wide range of intelligent sensors and products empowered by AI. This system is an AI based real-time classification and inference system to detect various machine operating conditions based on trained vibration patterns. The goal of this condition-based maintenance is to spot upcoming equipment failure, so that the maintenance can be proactively scheduled when it is needed.