Tensor Networks, Inc. is a specialized artificial intelligence company focused on predictive intelligence and high-performance infrastructure for critical sectors like defense, smart cities, and energy. Their flagship product, SARAHAI (Situational Awareness Response and Help AI), is a predictive platform that leverages proprietary "Pattern of Life" analysis to forecast outcomes and detect anomalies in real time, serving diverse applications ranging from UAV tracking to energy grid balancing. Complementing this is PTCP, an "AI for AI" optimization tool designed to enhance data center efficiency; it learns the unique rhythm of applications to optimize GPU collective communications, reportedly increasing token throughput by up to 40% and significantly reducing energy consumption for both NVIDIA and AMD clusters