Aspinity designs analog machine learning chips that perform always-on sensor inference in the analog domain, keeping digital processors asleep until a relevant event is detected, targeting sub-300 kHz sensor signals. It also develops a chip for gigahertz RF classification, serving counter-drone, industrial IoT, asset protection, and smart home security applications.