Customized hardware and software MES platforms for manufacturers to improve safety, maintenance, quality control, and production efficiency via data-driven decision-making. Capabilities include video/audio/machine data capture, digital twins, modular hardware/software, ML-based predictive AI, automated alerts, and employee engagement/training tools.