I personally have to build some things that turn out to be the wrong approach so I really understand how to build the right thing later.

Some small problem that could be replaced is a great opportunity to really understand the solution space ml offers.

It really boils down to how important people are to your organization. There is a spectrum between cog and irreplaceable, sometimes growing people is totally worth the cost.