Why not? Huge companies like Schlumberger work on a similar model. I mean these are not AI businesses (yet) but commercially the model is the same: develop gear in house and rent it out together with the specialists who operate it.
I believe theres on the order of 100s of millions in losses across a number of robotics companies that have attempted this in the last 10 years.