The adoption of Computer Aided Engineering (CAE) simulation software, and High Performance Computing (HPC) have demonstrated explosive new growth during this decade. What was considered supercomputing ten years ago, is now available to anyone for rent on the cloud. And yet, we are only on the foothills compared to the mountain of new adoption that is about to occur. Growth achieved so far was driven by the compute-constrained nature of CAE, and the fact that modern compute power and price have met those constraints. The next liftoff will come from addressing the expertise-barrier — the fact that months to years of training is needed to adopt one new simulation package, and that the manual time to set up a new simulation is longer than the time it takes to run it. We will present some of our latest efforts to minimize the human workload needed to translate engineering questions into computational workflows.