DataWhisper uses a modular agent-based architecture to parse natural language questions, generate precise SQL queries, and execute them across diverse database systems. It incorporates conversational AI agents that handle context, error checking, and optimization, enabling users to retrieve insights without writing SQL manually. With a plugin interface, DataWhisper can integrate custom parsers, database drivers, and LLM backends, making it extensible for enterprise analytics, reporting, and interactive data-driven applications. It simplifies workflows by automating repetitive tasks, supports multiple SQL dialects including MySQL, PostgreSQL, and SQLite, and logs query histories for audit compliance. Agents communicate with mainstream LLM APIs, offer error handling and real-time feedback, and can be integrated into web services or chatbots via RESTful endpoints.

Illumex is a sophisticated AI agent designed for business intelligence and data analysis. It leverages machine learning algorithms to extract actionable insights from vast datasets, helping organizations enhance their decision-making processes. With its user-friendly interface and advanced analytical tools, Illumex allows users to visualize data trends, automate reporting, and gain real-time insights, ensuring businesses stay ahead of the competition.