There is an assumption that private prisons will perform better than public ones, and so far data does not support it. What great innovation came out of private prison system?

You we trying to optimise out the 'inefficient' government, by saddling it with much effort designing incentives and making sure they are not abused. You might as well run prisons yourself - publically.