In my experience, teams will rack up thousands in monthly expenses just being parked in a shell on very large On-Demand or Reserved EC2 instances. Basically using them as development boxes without realizing how much they cost.

I've saved a ton of money just giving them dedicated workstations to develop on and then having everyone use a shared EC2 instance to push jobs to a fleet of spot instances for large scale training.