This article examines the motor-monitoring challenge. It then presents a practical example of edge AI performing this function using analog, digital, and mixed-signal ICs from Analog Devices. It shows the design, functionality, and construction of a complete battery-powered system using a wirelessly connected vibration evaluation kit. Article AI Digikey-ADI, Analog Devices, ADI, DigiKey, Digi-Key, Edge AI, artificial intelligence, predictive maintenance, wireless connectivity, MEMS accelerometer, vibration monitoring, power management, BLE microcontroller, AI algorithm, transient protection, modal analysis