Over the past decade, data platform evolution centered on helping people see data better.

From BI to agents: a shift in consumption

Agents do not need dashboards; they need programmatically callable data interfaces and stable metric definitions.

Three design principles

First, definitions are contracts; second, permissions live in the execution path; third, queries are traceable.

Adoption path

Start with the most frequent metric scenarios, then expand into process-oriented tasks.