How to build an AI-Native Health Company — Dan Feng, Maven Clinic

Transitioning to an AI-Native organization requires a holistic shift in culture, processes, and infrastructure rather than a single playbook. Maven Clinic’s approach centers on three pillars: adopting AI tools internally to boost productivity, integrating AI into external products to enhance user experience and reduce costs, and evolving workflows to maximize AI’s potential. Engineering teams now prioritize rapid, sprint-based delivery over long-term planning, with roles shifting toward system architecture and evaluation as AI automates implementation. To manage the inherent risks of generative AI, the company employs a tiered reliability strategy, distinguishing between acceptable minor failures and mission-critical tasks that require multi-model verification. This framework, supported by rigorous integration testing and continuous quality monitoring, ensures high performance while maintaining the agility necessary to adapt to the rapidly evolving AI landscape.