> but then paid another $10K every year a former prisoner didn't commit a new crime for 5-7 years after they got out.

Then you'd have a private corporation with agents with direct access to people with criminal backgrounds and connections with a direct financial incentive to ensure that an ex-prisoner was not identified as the perpetrator of any crimes in a certain period.

This might not work out exactly the way you hope.