Keep in mind also that LLMs are currenctly heavily subsidized. Once VCs money are gonna run out, you will see the real price, and your 200K per year dev is probably nothing.

A $1200 GPU is all a reasonably capable engineer needs for each work stream. The cloud prices are a scam.