Tableau, a popular business intelligence and data visualization service, has recently announced its latest product - Tableau GPT. This new product is an augmented analytics solution that leverages the power of generative AI to enable natural language conversations with an analytics database. This article explores the features of Tableau GPT, its applications, and its potential to become an open source alternative to commercial tools such as Power BI and Tableau.
What is Tableau GPT?
Tableau GPT is an augmented analytics solution that enables natural language conversations with an analytics database. It is based on Salesforce's Einstein GPT, which uses various large language models (LLMs) like OpenAI to generate human-like responses to user queries. With Tableau GPT, users can ask questions using natural language, explore data, share and consume insights with automatic reports and summaries.
Tableau GPT acts as an intermediate layer between the English language-speaking user and the Tableau BI tool, which generates SQL to power the analytics query. On the flip side, Tableau GPT leverages its vast "knowledge" of how words go together to convert the data returned by the query and generate an English-language explanation of what it means.
Tableau GPT is not only for exploring data, but it is also for communicating and consuming it. The natural language processing feature of Tableau GPT makes it ideal for users who are not familiar with traditional BI tools and allows them to start with questions in plain language rather than preset queries.
Applications of Tableau GPT
The primary application of Tableau GPT is to enable natural language conversations with an analytics database. However, Tableau GPT also suggests questions to ask, automatically summarises reports for users, and keeps track of metrics on behalf of the user. This enables faster analysis and decision-making by providing an immediate response to queries.
Tableau GPT can also anticipate questions that users might ask based on what's already in the data. This feature is beneficial for users who are new to data exploration and analytics-driven insights. The natural language conversation is more intuitive and engaging, and users can make faster decisions based on the insights provided by Tableau GPT.
Tableau Pulse User Interface
Tableau GPT is integrated with a new user interface called Tableau Pulse, which offers a more conversational and guided experience for data exploration. Tableau Pulse helps users by displaying queries suggested by Tableau GPT, displaying results, and sharing insights via Slack. It provides a personal guide for the data and helps users to reach their goals quickly.
The Tableau Pulse user interface represents a complete reimagining of the analytics experience for Tableau. It is not just about exploring data anymore. It is also about communicating it and consuming it. The natural language processing feature of Tableau GPT combined with the guided user interface of Tableau Pulse makes the data exploration experience more engaging and insightful.
Open Source Alternative to Tableau GPT
Tableau GPT provides a friendly and intuitive way to explore data for users who are not familiar with traditional BI tools. However, the cost factor could be an issue for small businesses and organizations. Additionally, Augmented analytics solutions like Tableau GPT are only available in enterprise-grade BI tools like Tableau, Power BI, and Apache Superset as BI tools.
The gap between enterprise-grade BI tools and open-source analytics solutions keeps increasing, and there is a need for an open-source alternative to enterprise-grade BI tools like Tableau. There are open-source analytics solutions like Modin Pandas, which provides faster data pre-processing and can be used with various data visualization tools. However, they lack the natural language processing feature that Tableau GPT provides.
Open Source tools such as LangChain and VizGPT has been proven to be great open soruce alternative to Tableau GPT. Especially VizGPT, which has delivered the capacity of generating visualizations with a ChatGPT-powered chat UI without being put onto a long, untenable waiting list.
Visit VizGPT.ai to get an instant try.
Conclusion
Tableau GPT represents another significant milestone in the business intelligence and data visualization space. The natural language processing feature is a step towards more intuitive, conversational, and guided user experiences. Tableau Pulse provides a personal guide for data, making the data exploration experience more insightful and less intimidating.
Tableau GPT can benefit companies of all sizes with faster analysis and decision-making. However, the cost of enterprise-grade BI tools could be an issue for small businesses and organizations. Tableau GPT has the potential to become an open-source alternative to enterprise-grade BI tools if Tableau releases it as an open-source product and attracts small business owners, data analysts, and developers who do not have access to enterprise-grade BI tools.
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