Maximizing Data ROI: Insider Perspective from Seek AI CEO

Maximizing Data ROI: Insider Perspective from Seek AI CEO

Table of Contents:

1. Introduction
2. The Problem of Data Access
3. The Inspiration behind Seek
4. The Seek Workflow
5. Benefits of Seek
6. Data Governance and Security
7. Training the Model
8. Handling Custom Tables and Queries
9. Addressing Model Hallucination
10. Conclusion

Introduction

In this article, we will explore Seek AI, a platform that aims to revolutionize data access and analysis by providing a natural language interface for querying data. We will Delve into the problem of data access in organizations and discuss how Seek can address this issue. We will also learn about the inspiration behind the creation of Seek and understand its workflow. Additionally, we will explore the benefits of using Seek and its integration with existing analytics platforms. We will touch upon topics like data governance, training the model, handling custom tables and queries, and addressing model hallucination. By the end of this article, You will have a comprehensive understanding of Seek AI and its potential impact on data analytics.

The Problem of Data Access

One of the biggest challenges faced by data professionals is the constant interruption caused by non-technical stakeholders who require data-driven insights. These interruptions hinder the progress of data professionals and delay their projects. The existing workflow for data access involves time-consuming manual steps like pulling data from data warehouses, writing queries, and visualizing the results. As a result, business users often face delays in obtaining the data they need to make data-driven decisions. Seek AI aims to address this problem by providing a natural language interface that allows anyone in an organization to ask questions in plain English and receive accurate data without relying on data professionals.

The Inspiration behind Seek

Seek AI was born out of the personal experiences of its founder and CEO, Sarah Naji. As a data scientist and quant, Sarah often found herself constantly interrupted by non-technical stakeholders seeking assistance in accessing data. This hindered her ability to focus on her projects and resulted in delays in providing the necessary data. Sarah saw the potential of large language models like GPT-3 in automating the data access process and decided to build Seek AI as a solution to this problem. The seamless integration of natural language processing and data querying enables users to obtain data faster and more efficiently.

The Seek Workflow

Seek AI provides a user-friendly, natural language interface that requires no training to use. Users can simply ask questions in plain English using tools like Slack, and Seek AI will handle the query processing and data retrieval. Behind the scenes, Seek leverages the power of Generative AI to understand the questions, generate SQL queries, and retrieve the Relevant data from the data warehouse. The integration of tools like DBT enables the creation of custom metrics and the visualization of data to facilitate data-driven decision-making. The Seek workflow streamlines the process of data access, allowing business users to obtain Timely insights without depending on data professionals.

Benefits of Seek

Seek AI offers several advantages to organizations seeking to improve their data access and analysis capabilities. Firstly, it enhances productivity by reducing the time spent by data professionals on ad hoc data requests. Business users can ask questions and get answers faster, resulting in quicker decision-making. Secondly, Seek AI enables organizations to answer a higher volume of data queries, thereby unlocking the potential for greater insights and data-driven decision-making. Lastly, Seek AI cuts down the waiting time for data, ensuring that business users receive the information they need in a timely manner.

Pros:

• Streamlines the data access process
• Improves productivity of data professionals
• Enables faster decision-making

Cons:

• Limited to cloud data warehouses and the modern data stack

Data Governance and Security

Seek AI recognizes the importance of data governance and security in organizations. It offers features that allow organizations to define access restrictions and limit the kinds of questions users can ask and the data they can retrieve. Seek AI can inherit roles from data warehouses like Snowflake and ensure that sensitive data remains inaccessible to unauthorized users. By prioritizing data governance, Seek AI aims to provide a secure and controlled environment for data access and analysis.

Training the Model

Training the model used in Seek AI involves various techniques, including fine-tuning and few-shot learning. These approaches enable the model to learn from new data sets and adapt to custom tables and queries. Seek AI goes beyond the superficial recognition of column names and strives to understand the Context and semantics of the data. By leveraging the power of large language models and carefully curating the training data, Seek AI ensures accurate and reliable results.

Handling Custom Tables and Queries

Seek AI understands the importance of handling custom tables and queries that may not follow conventional naming conventions. It employs advanced techniques to accurately identify and retrieve data from these tables. The model has been specifically designed to handle the complexities of custom data structures, ensuring that users can retrieve the right data with precision and efficiency.

Addressing Model Hallucination

Model hallucination, or the generation of inaccurate or misleading results, is a concern associated with large language models like those used in Seek AI. However, Seek AI places a strong emphasis on building guardrails and implementing control flows to mitigate this issue. The accuracy and reliability of the data provided by Seek AI are crucial, given the importance of data-driven decision-making in organizations. As a result, Seek AI takes measures to minimize the risk of model hallucination and ensure that users receive trustworthy insights.

Conclusion

Seek AI offers a groundbreaking solution to the problem of data access in organizations. By combining the power of generative AI and natural language processing, Seek AI empowers business users to obtain data-driven insights without relying on data professionals. The seamless integration with existing analytics platforms and the emphasis on data governance and security make Seek AI a valuable tool for organizations seeking to enhance their data access and analysis capabilities. With Seek AI, organizations can unlock the potential of their data and make more informed, data-driven decisions.

Highlights

• Seek AI is a platform that provides a natural language interface for querying data.
• It aims to revolutionize data access and analysis by empowering business users to ask questions in plain English and receive accurate data.
• Seek AI streamlines the data access process, reducing the dependence on data professionals.
• It offers benefits like increased productivity, the ability to answer a higher volume of data queries, and faster decision-making.
• Data governance and security are prioritized, ensuring that sensitive data remains protected.
• The model used in Seek AI is trained using advanced techniques like fine-tuning and few-shot learning.
• Seek AI can handle custom tables and queries, ensuring accurate retrieval of data.
• Measures are in place to address model hallucination, ensuring accurate and reliable results.
• Seek AI is a valuable tool for organizations seeking to enhance their data-driven decision-making capabilities.

FAQ

Q: What is the main purpose of Seek AI? A: Seek AI aims to provide a natural language interface for querying data, empowering business users to ask questions in plain English and receive accurate data without relying on data professionals.

Q: How does Seek AI streamline the data access process? A: Seek AI eliminates the need for manual data retrieval steps by providing a natural language interface. Users can ask questions in plain English, and Seek AI handles the query processing and data retrieval, saving time and effort.

Q: Can Seek AI handle complex data structures and custom tables? A: Yes, Seek AI has been designed to handle custom tables and complex data structures. It employs advanced techniques to accurately identify and retrieve data from these sources.

Q: How does Seek AI address the issue of model hallucination? A: Seek AI places a strong emphasis on building guardrails and implementing control flows to minimize the risk of model hallucination. Measures are in place to ensure that users receive accurate and reliable data.

Q: What are the benefits of using Seek AI? A: Seek AI offers several benefits, including increased productivity, the ability to answer a higher volume of data queries, and faster decision-making. It empowers business users to make data-driven decisions with ease.