Revenue alai is purpose-built for healthcare revenue cycle management. Unlike retrofitted legacy tools, Revenue alai is AI-native from the ground up — delivering transparent autonomy, measurable ROI, and the Maker-Checker quality assurance paradigm that healthcare requires.