Human oversight of AI is not free. Putting a person on everything slows the revenue cycle and caps its scale. The skill is knowing where judgment belongs.
Why revenue integrity tools underdeliver on their own
Health systems have spent the past decade investing in revenue cycle technology. Coding engines, denial predictors, eligibility tools, and workflow automation. Technology is deeper and more capable than it has ever been. Yet revenue still leaks through the seams, and for finance leaders watching margin absorb the difference, that leakage is not a rounding error. It is capital that should already be on the balance sheet.


