Innovation: AI integration and engineering for patient use to translate medical bills and insurance statements.

Interdisciplinary Synergy: Integrates the Computer Science Capstone and Impact Fellowship to address healthcare billing opacity.

Research Framework: IRB-approved for data collection and qualitative assessments.

Builds a novel data set for future academic research.

Secure: All computational workflows and data tools designed for secure server environments.

Open-source AI model to control data security during model processing and to mitigate API costs.

Financial Sustainability: A robust business plan to transition the platform into a self-sustaining social venture. Self-insured employers have aligned financial interests in supporting transparency in medical billing.