> It's stated in many places that inference is profitable (margin 70% to 90%), only research is expensive.

It's been stated by the AI companies, which are known to routinely lie to our faces, and have a vested financial interest in making people believe they will be able to turn a profit at current prices. In other words, it's one of the most unbelievable claims out there, and you shouldn't believe it for a second.