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· 7 min read
Tiven Wang

As enterprise agents move into production, the hardest question is often no longer whether the model can answer. It is whether the agent can safely understand and operate on real business data.

Data is scattered across BI semantic models, SAP data services, knowledge bases, databases, and many other business systems. The same business object may have different names, fields, granularities, and permission boundaries in different systems. If an agent can only guess database queries, API parameters, or business meanings from natural language, it is hard for an enterprise to trust it inside core processes.

Today, we officially release Data Xpert, a business operating system for enterprise agents.