In recent years, with the prevailing trend of focusing on wellness and health, the research and development of Chinese herbal medicines, health foods, and novel botanical drugs has become increasingly important. Through cross-disciplinary cooperation linking precision agriculture and preventive medicine, this technology has created the "Smart Production and Precision Efficacy Component Analysis Platform for *Houttuynia cordata* of Medicine and Food Homology." It has successfully discovered the application of the drug repurposing principle to *Houttuynia cordata* in combination with local cultivation characteristics; utilizes AI systems to analyze and discover novel functional components and mechanisms of potential botanical materials; confirms the mechanisms of health benefits and the application of indications through scientific validation; and integrates standardized production via a source-technology cultivation management system. Combined with the precise application of microbial fertilizers developed through metabolic engineering, it regulates the synthesis efficiency of functional components, controls the quality of botanical materials, and introduces a transparent and automated traceability management system for quality control to ensure compliance with GACP safe cultivation standards. This technology resolves the issues of botanical material production quality being difficult to control, the long duration required to explore new mechanisms of functional components, and the degradation and inactivation of functional components caused by high temperatures in traditional extraction. Through this project, the standardization of botanical material cultivation, extraction, active ingredients, and formulations is established, extending the great health and wellness industry upstream, incorporating the production management of standardized crops, entering the market through professional services, and combining scientific data to achieve a new phase of market development.