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Medical necessity denials are a persistent thorn in the side of healthcare providers, representing a substantial hurdle in the revenue cycle. These denials, which occur when insurers deem a service or procedure not medically necessary according to their specific guidelines, can stem from various issues like incomplete documentation, coding errors, or a disconnect between the patient's diagnosis and the treatment provided. The financial ramifications are significant, leading to payment delays, increased administrative costs, and the potential for outright revenue loss. The complexity of these denials is further amplified by the rapid integration of artificial intelligence (AI) into healthcare operations, creating both opportunities for prevention and concerns about increased denial rates.