Medical necessity review is getting harder as payer policies change more often and AI allows health plans to evaluate cases at greater speed and scale. In this episode, Navaneeth Nair explains why older rules-based tools could not fully solve the problem and how a new AI approach can help providers assess unstructured documentation, preserve scarce expertise, and prevent denials earlier in the revenue cycle.