Month: April 2025
Harnessing Cutting-Edge RAG Technology for Next-Generation Knowledge Management
Organizations are overwhelmed with an ever-growing volume of unstructured documents, emails, and reports in today’s data-driven world. Traditional keyword-based search systems and isolated data silos often fail to deliver the accuracy and speed needed to derive meaningful insights. This challenge has significant implications for decision-making and operational efficiency. One of our enterprise clients, a renowned multinational corporation, was grappling with these very challenges. With critical information spread across vast, disjointed sources, the client experienced considerable delays in retrieving actionable insights—hindering both day-to-day operations and strategic initiatives. To address these issues, we developed an…
AI Agent for SQL Queries and Visualization using Multi-agent Framework
Solution to Data Querying ChallengesIn many organizations, making data-driven decisions requires writing precise SQL queries. However, many users lack the technical background to do this comfortably. This challenge creates slowdowns in analyzing data. Our multi-agent system aims to solve this issue by automatically turning plain-language questions into validated SQL queries, and then displaying the answers as text and visuals. Imagine someone asking, “Which products had the highest sales last quarter?” Instead of learning SQL, they can simply type the question. The system: Interprets the question using natural language understanding. Generates an SQL query automatically. Validates the query using BigQuery checks. Presents the outcome in an…