The United States healthcare insurance landscape operates at a scale and level of regulatory complexity unmatched in most consumer-facing financial systems. With over 23 million individuals enrolled in Affordable Care Act (ACA) Marketplace plans in recent enrollment cycles, and ongoing federal efforts to improve eligibility verification and documentation integrity, the interface between consumers and regulated insurance systems has become increasingly sensitive.