This tool supports healthcare transparency and patient empowerment by helping users better understand billing documents and reduce information gaps.
This project may serve as a foundation for future AI-driven healthcare education tools.
Pilot-tested on anonymized, synthetic billing examples to demonstrate feasibility.
The tool has supported over XX chats so far, with the number steadily increasing as more users engage with the platform.
This is an independent, personal research project providing educational insights only. It does not access or integrate with any proprietary insurance systems, databases, or decision frameworks and is not affiliated with, endorsed by, or representative of any insurer, healthcare institution, or employer. The tool does not provide legal, financial, or medical advice and does not affect or replace professional consultations or insurance determinations.