Med2Lab, Inc. 

Med2Lab, Inc. is an international healthcare technology company based in San Francisco, CA building simulation-based, adaptive medical training platforms powered by AI. The product is designed to personalize clinical education for healthcare learners and professionals — adapting instruction to individual knowledge gaps, decision-making patterns, and performance data. Initially, I joined as an intern: I researched fundraising platforms, performed literature reviews, and managed the company's social media. Through my research, I soon began showcasing the commercial opportunities for Med2Lab outside of academia. From applications in outpatient clinics for upholding medical standards, to training phlebotomists for accurate data collection, to preparing doctors for reviewing risk adjustment factors, I dedicated my time to finding new ways to market our product.

The business development work covered the full commercialization stack. I developed materials for angel investor outreach, grant opportunities, and equity crowdfunding through StartEngine — including LEAN Canvas business models, market research, and value proposition refinement. I supported internal financial planning and accounting workflows using QuickBooks, and worked on capability communications for clinicians, educators, and investors. Alongside that, I helped analyze product performance data gathered from partnerships with Stanford, Johns Hopkins, and the National University of Singapore, including a study of cognitive benefits from adaptive simulation-based training at NUS.

On the product and content side, I helped develop case-based COVID-19 clinical training modules in collaboration with the Weitzman Institute — designed to support healthcare decision-making practice at scale during a period when remote clinical education was critical. I contributed to the implementation of Med2Lab's AI Instructor, an adaptive tool providing learners with performance-based feedback, and worked with healthcare contractors on an adaptive AI assistant for medical coding. I also represented Med2Lab's research and technology at international medical conferences across Singapore, Malaysia, the UAE, Chicago, and Orlando — communicating technical and healthcare concepts to clinical, educational, and investor audiences across different markets.