Run.AI is a company that builds virtualization and acceleration platforms for deep learning. Its software creates a compute abstraction layer that automatically analyzes the computational characteristics of the workloads, eliminating bottlenecks and optimizing them for faster and easier execution using graph-based parallel computing algorithms. It also schedules and runs the workloads that support both private and public cloud deployments.