Vortex AI embeds ML models in IoT gateways on mining and manufacturing equipment to predict bearing wear, seal degradation, and motor inefficiency weeks in advance. The platform requires only 48 hours of baseline normal-operation data to calibrate per machine. Current deployments include copper mines in WA and aggregate quarries across eastern Australia.