Leapfrog AI: LLM powered Chat Agent for Supply Chain Design

Leapfrog AI is a a custom-built Large Language Model (LLM) Agent, integrated into Cosmic Frog, that simplifies supply chain design. By enabling natural language interactions for data querying, SQL operations, and scenario management, it eliminates the need for technical expertise and accelerates decision-making across complex supply chain workflows.

The Situation
Supply chain management requires deep technical knowledge and complex SQL queries to extract insights, which slows decision-making and burdens non-technical teams. Optilogic’s Cosmic Frog platform needed a user-friendly solution to empower business users to interact directly with supply chain data without relying on IT experts.

The Solution
Leapfrog AI is embedded within Cosmic Frog to transform natural language queries into precise SQL commands and actionable insights. It supports tasks such as querying data, running scenarios, geocoding, and exporting results—all while ensuring safe execution through robust validation (using Pydantic) and error handling. This conversational interface bridges the gap between complex data analysis and everyday business language.

ML Tools
Leapfrog AI leverages OpenAI’s GPT-4 for natural language understanding and SQL generation, Pydantic for schema and function validation, and PostgreSQL for data execution. It also incorporates multilingual NLP processing, automated data diversification for robust training, and real-time monitoring to ensure reliable, secure operations across global supply chain applications.
Get started with Leapfrog AI here!