Pittsburgh-based Efficient Computer develops energy-efficient general-purpose processors and the software tools that run them, led by the Electron E1 and its companion effcc Compiler. Its Fabric architecture uses spatial dataflow to keep computation close to data, bringing accelerator-like efficiency to programmable devices such as remote sensors, wearables and autonomous systems. Founded by Carnegie Mellon University professors Brandon Lucia and Nathan Beckmann alongside Graham Gobieski, the company pairs semiconductor development with browser-based engineering tools through Efficient Labs.
AspinityAspinity 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.PITTSBURGH, PA
Tempo SenseTempo Sense develops patented smart-sensing technology that combines edge processing with neuromorphic sensing for applications in defense, always-on detection, and personal computing. Its U.S.-based team draws on pioneering work in computer vision and neuromorphic computing to build compact sensors designed for faster, more power-efficient detection and tracking.NEW YORK, NY
Carnegie RoboticsFounded in 2010, Pittsburgh-based Carnegie Robotics designs and manufactures rugged sensors, computing devices, and autonomous systems for demanding commercial and defense applications. Its work ranges from MultiSense stereo cameras to custom autonomy programs, with engineering, manufacturing, and quality operations kept in-house at its U.S. facility. The company’s 60,000-square-foot manufacturing operation is certified to ISO 9001:2015 and has supported projects with partners including the U.S. Army, DARPA, Uber, and Boston Dynamics.PITTSBURGH, PA
OCULI CorporationOCULI Corporation develops software-defined vision sensors and AI-vision semiconductors that process visual information directly at the pixel, enabling low-power, real-time sensing at the edge. Founded around technology developed through more than $40 million in research investment at Johns Hopkins University, the company’s Sensing and Processing Unit filters data on-chip so raw images do not need to leave the device. Its platform is intended for physical-AI applications including autonomous systems, smart buildings, connected devices, and defense platforms.ROCHESTER, NY