AI accuracy gets the headline. How a system handles uncertainty decides whether the dollars arrive. Six questions to ask any AI vendor.
Where human-in-the-loop helps and where it hurts RCM
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.



