请问HN:管理层想要与我的数据湖进行沟通。最好的方式是什么?
我们继承了大量数据,现在这些数据已经整齐地组织在Dremio数据湖中。大多数团队成员使用Excel或Power BI来访问这些数据。随着人工智能的兴起,管理层(尤其是非技术业务部门)现在希望有一个基于聊天的界面来与这些数据互动,并按需生成图表——这类似于你在各处看到的人工智能演示。
我提到过Excel Copilot提供了一些这样的功能,但他们希望有一个更具对话性、专门的聊天体验。
需求/限制:
- 需要访问控制和审计功能
- 最好能与类似OpenAI的API集成
- 我们是Azure用户,已有现成的微软合同
有没有人处理过类似的请求?你考虑过什么样的方法、工具或架构?在企业环境中,有哪些优缺点需要特别强调的?
附言:英语不是我的母语,这个问题是用deepseek生成的。我希望没有翻译得太糟。
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We’ve inherited a lot of data, now neatly organized in a Dremio Data Lake. Most team members use Excel or Power BI to access it. With all the excitement around AI, management (especially non-technical business units) are now asking for a chat-based interface to interact with this data and generate charts on demand—similar to the AI demos you see everywhere.<p>I’ve pointed out that Excel Copilot offers some of this, but they’re looking for a more conversational, dedicated chat experience.<p>Requirements/constraints:
- Needs access control and auditability
- Preferably integrates with OpenAI-like API
- We’re an Azure shop with existing Microsoft contracts<p>Has anyone dealt with similar requests? What kind of approaches, tools, or architectures did you consider? Any pros/cons you’d highlight, especially in an enterprise context?<p>PS. English is not my first language, the question was made with deepseek. I hope it didn't butcher it too much.