The average corporate IT department is rubbish at doing computing. Easier and quicker to outsource than doing it in house. But nVidia sell GPU appliances (DGX) for these on-prem customers.

Basically, expertise is expensive and comes in $200k/year increments. You can use a lot of cloud GPU for that much money.