Inconvo, a YC S23 startup, revolutionizes data analysis for non-technical users by leveraging LangGraph and LangSmith to simplify the data querying process through natural language processing. Recognizing the challenges non-technical users face with traditional Business Intelligence tools, Inconvo provides an intuitive API that allows users to ask data-related questions in natural language, generating outputs like bar charts, line graphs, tables, or simple text answers. This conversational approach allows users to refine queries interactively without needing SQL knowledge, thereby democratizing data insights. LangGraph plays a crucial role in this architecture by managing complex queries through a multi-step workflow that efficiently processes user inputs, introspects database schemas, and executes SQL queries, leading to accurate and relevant results. Through this innovative use of AI, Inconvo empowers users across diverse industries to make quick, informed decisions, highlighting how cutting-edge technology can enhance user experiences in data analytics.