Cloudalize offers a full-stack system that provides GPU-powered desktop-as-a-service (DaaS) during business hours for architecture, engineering and construction (AEC), manufacturing or creative design companies to collaborate instantly and securely with their teams, customers or partners on projects. During non-business hours, the system delivers Compute-as-a-Service (CaaS) for deep-learning training of models or other High-Performance Computing (HPC) workloads. Cloudalize's services are delivered from the Cloudalize cloud, custom-built partner cloud or an on-premise deployment, and offer computing resources to accelerate app delivery, real-time collaboration, and compute-intensive workloads. Their full stack GPU cloud platform enables enterprises and partners with managed cloud workstations, optimizing hardware and software for specific use cases and delivering typically 3x-5x better performance/cost ratios versus public clouds.