Digital dispensing platform integrating labs, supplements, and clinical tools for providers
Fullscript operates a cloud-based dispensing and practice-management platform for integrative and functional medicine providers. The stack reveals heavy investment in web infrastructure (Rails, React, TypeScript, Node, Next.js) paired with emerging AI/ML capabilities (LangChain, LangGraph, Hugging Face, RAG, MCP), suggesting expansion beyond transactional dispensing into AI-assisted clinical workflows. Active hiring is concentrated in engineering (33 roles) and data (15 roles) — unusual depth for a healthcare e-commerce platform — indicating infrastructure scaling and data-driven optimization are driving priorities.
Fullscript provides a single platform that combines three core functions: clinical lab ordering, a curated supplement dispensary, and practice tools to drive patient adherence and outcomes. The company sells to functional medicine, naturopathic, and integrative health practitioners in the United States, Canada, and Argentina. Infrastructure spans AWS (RDS, Lambda), Kubernetes, and relational databases; the product is built on Rails and React, with mobile clients in React Native and Expo. Active projects reveal a business balancing direct commerce operations (payment processing, checkout performance, inventory/assortment optimization) with provider engagement (patient experimentation, site merchandising) and supply-chain complexity (distribution center performance tracking, warehouse EHS compliance, fulfillment platform integrations). The organization has scaled to 501–1,000 employees since 2011.
Backend: Ruby on Rails, Node.js, Python (Django, Flask). Frontend: React, TypeScript, Next.js, Vue, Angular. Mobile: React Native, Expo. Infrastructure: AWS (RDS, Lambda), Kubernetes. Data/AI: GraphQL, LangChain, LangGraph, Hugging Face, RAG. Payment: Stripe integration.
Core projects span payment systems (Stripe integration, checkout performance), operational data (DC performance tracking, hourly employee activity), supply-chain integration (fulfillment platform connections, financial system links), and clinical engagement (patient experimentation, assortment optimization, category strategy).