The most expensive fraud investigation may be the one that starts after the money is already gone.
Healthcare program integrity has traditionally relied heavily on a familiar model:
Pay → Detect → Investigate → Recover
But regulators are increasingly emphasizing earlier identification and intervention.
CMS has described moving away from a traditional “pay and chase” approach toward using advanced analytics and other tools to identify suspicious activity earlier.
For health plans, that creates an opportunity to rethink the model:
Detect → Investigate → Validate → Intervene → Prevent
The earlier questionable behavior can be understood, the greater the opportunity to prevent future exposure.
But prevention requires more than an algorithm producing another alert.
It requires the ability to determine:
Is it an error?
Is it waste?
Is it abuse?
Is it fraud?
Is it something we haven’t seen before?
That’s where analytics and experienced investigative teams become significantly more powerful together.
The goal of program integrity shouldn’t simply be recovering yesterday’s losses.
It should be preventing tomorrow’s.
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