Roviero has developed the world’s leading graph processor, targeting all edge computing applications. Roviero’s CortiOne compute IP and CortiSoft software tools solve the challenge of combining low power and high performance in a tiny form factor. Being essentially a software solution, Roviero’s architecture surpasses the 30 TOPs/W barrier in applications ranging from inference in computer vision systems to image quality enhancement in high-resolution photography and videography. Roviero’s customers have validated the performance of various CortiOne configurations on FPGAs, showcasing its scalability. The FPGA testing has demonstrated orders of magnitude higher performance (as measured in FPS) while maintaining ultra low memory usage with similar compute configurations. Roviero’s key differentiator is its compiler and software toolchain, which enable rapid adaptation of existing and custom neural network models.