At my $day_job we are forced to use a shared virtual machine for all work activities. The Windows instance has 64gb of RAM, 8 virtual cores of old EPYC CPU and no GPU acceleration. It is also shared between 6 users.
They will not spend extra 20$ per user per month to add compute and increase productivity.