Longsha Liu
Spotlight
How are you innovating to advance preventive medicine?
We are building the definitive governing system for the front door of healthcare. Our innovation is an AI-native orchestration layer that sits above existing systems of record to coordinate intake, triage, and patient flow. Unlike existing tools, our platform is deeply clinical and grounded in research. By applying this research-backed governance, we enable specialized AI agents to handle complex reasoning tasks, such as high-acuity triage in ERs and end-to-end digital pathways in specialty care like dermatology. We aren't just solving for efficiency; we are turning administrative noise into actionable insight to create a predictable, sustainable operational standard for providers worldwide.
How has Emergence contributed to your work?
Emergence provided the high-fidelity environment necessary to move our research from the pages of Nature AI into a scalable, real-world platform. The program’s hands-on acceleration allowed us to refine our orchestration layer and validate our business strategy, ensuring our AI can operate as a reliable extension of the clinical team.
How did industry and investor collaborators impact your success?
The success of our platform depends on trust and clinical rigor. Our collaborators and mentors provided the strategic guardrails needed to navigate high-stakes medical environments. Their expertise helped us bridge the gap between advanced medical logic and automated workflows.