Introduction

In a world overflowing with data, the real challenge isn’t collecting information—it’s making sense of it. Every team has a mountain of spreadsheets, databases, and dashboards, but only a few know how to unlock the stories hidden within. For most users, data feels like a foreign language—complex queries, obscure schemas, and a reliance on technical teams to get simple answers.

Denzing is here to change that narrative.

At the heart of Denzing are Agents—smart, conversational data experts that live inside your application. Each Agent is deeply familiar with a specific data source, armed with both schema-level understanding (the structure) and semantic awareness (the meaning). They bridge the gap between raw data and real insight, letting users ask natural questions like “What’s our monthly revenue trend?” or “Which region has the highest churn?”—without writing a single line of SQL.

But empowering users with true data fluency requires more than just clever queries. It demands a system where Agents can be easily created, configured, shared, and scaled—whether for private teams, public use, or through a vibrant marketplace of specialized data minds.

The problem? Most platforms aren’t built for this kind of intelligence. The tools exist, but the experience is fragmented. Users are left bouncing between analysts, dashboards, and guesswork.

Denzing’s Agents offer a solution: a unified, intelligent interface where users interact with their data conversationally—and actually understand it.