Hi. I work in simulation.

Absolutely nobody is spending 100K on a single (laptop) workstation. What a ridiculously made up number. You can buy a reasonably large GPU farm for that amount of cash investment and have several orders of magnitude more compute. The vast majority of simulation codes are designed to scale well with problem size on GPUs.