we wrote a blog post about why companies do this here: https://www.lamini.ai/blog/specialize-llms-to-private-data-d...

Here are a few:

Data privacy

Ownership of IP

Control over ops

The table in the blog lists the top 10 reasons why companies do this based on about 50 customer interviews.