As businesses try to apply Artificial Intelligence (AI) to value-producing outcomes, they find that their engineers and data scientists spend more than 50% of their time dealing with hardware and software infrastructure issues, and not enough time focusing on business outcomes. The UnitX online software platform-as-a-service (PaaS) abstracts all the complexity of deploying AI/ML workloads onto high performing supercomputers connected to the platform through our partner network, which deliver 40% cheaper and 10x faster time to result compared to public cloud platforms for HPC workloads. The platform is multi-cloud and prevents vendor lock-in. End users subscribed to the platform pick their application, and our intelligent algorithm recommends the best resource for deployment based on cost, run time and queue time estimates. This helps end users deploy their workloads anywhere, whether it be on their own on-premise system alone or in combination with any supercomputer in the UnitX network, with the additional ability to burst workloads into any public cloud.