The label covers two very different products. Some return eligibility and plan-level benefits, improved by AI that cleans up registration errors and finds secondary coverage. Others return CPT-level benefits and a patient estimate. "AI" describes the method, not the result, so the useful questions are what the AI is doing, how the tool resolves a benefit when the data is incomplete, and what it hands you at the end.
Adoption is moving fast. In an Experian Health survey of 200 provider decision-makers fielded in October 2025, nearly two-thirds said they already use AI somewhere in revenue cycle and 52% ranked eligibility and benefits verification among their top three AI opportunities. Only 5% said they would trust AI to make critical decisions on its own.
