生成式人工智能如何简化数据分析公式的创建，以便更快获得洞察

In our “Engineering Energizers” Q&A series, we delve into the innovative methods of engineering leaders who are reshaping their industries. Today, we highlight Monil Gandhi, whose team at Salesforce developed AI Calculated Fields. This cutting-edge tool uses AI to convert simple user utterances into complex calculated fields, streamlining the process on Salesforce’s semantic layer and enabling robust analytics on platforms like Tableau Einstein. This innovation makes it easier for data analysts and business users to gain valuable insights and make data-driven decisions.

在我们的“工程激励者”问答系列中，我们深入探讨正在重塑其行业的工程领导者的创新方法。今天，我们重点介绍Monil Gandhi，他的团队在Salesforce开发了AI计算字段。这个尖端工具利用AI将简单的用户表达转换为复杂的计算字段，简化了Salesforce语义层上的过程，并在像Tableau Einstein这样的平台上实现强大的分析。这一创新使数据分析师和业务用户更容易获得有价值的洞察并做出数据驱动的决策。

Learn how Monil’s team tackled challenges such as achieving high accuracy with the non-deterministic nature of large language models and ensuring robust security for sensitive data.

了解Monil的团队如何应对挑战，例如在大型语言模型的非确定性特性下实现高准确性，并确保敏感数据的强大安全性。

Our mission is to build a highly extensible semantic layer that enables customers to create business entities and gain important insights for data-driven decisions. To achieve this, we provide a highly extensible platform with robust capabilities for defining business entities, including the ability to create calculated fields, which are formulas based on existing entities.

我们的使命是构建一个高度可扩展的语义层，使客户能够创建业务实体并获得重要的洞察，以便做出数据驱动的决策。为此，我们提供一个高度可扩展的平台，具备强大的定义业务实体的能力，包括创建计算字段的能力，这些字段是基于现有实体的公式。

These calculated fields can sometimes be complex in nature. AI Calculated Fields automates the generation of formulas for tools like Tableau. For example, users can input high-level requests such as “Create a calculated field that calculates ROI for sales of ‘Technical’ products over each quarter,” and the system translates these into precise formula suggestions that the user can choose to accept or modify. Traditionally, creating such formulas required significant expertise, time, and extensive documentation review. With AI Ca...