Aspinity develops analog machine-learning chips that analyze sensor signals before digitization, enabling always-on AI for battery-powered devices. Based in Pittsburgh, the company built the commercially shipping AML100 around its AnalogML architecture, keeping digital processors asleep until meaningful events are detected. Its technology spans applications such as industrial machine monitoring, vehicle security and counter-drone acoustic detection, while AML200 extends the platform to classify wideband RF at the antenna.