How to build Secure Conversational Analytics / Text to SQL.

Why Should You Join This Webinar?

If you're involved in information technology, you've likely encountered the complexities of working with databases. This webinar is for you! Whether you're a seasoned IT professional or aspiring to build a career in this dynamic field, understanding how to leverage AI for secure and efficient database queries is crucial. Join us to explore cutting-edge techniques that are revolutionizing the way analytics are conducted, especially in the era of conversational AI and Text to SQL.

Agenda:

• Current State of Analytics: Discover how analytics were performed before the advent of GPT models and the challenges associated with traditional methods.

• AI-Powered Solutions: Learn how AI, specifically Text to SQL, can address the challenges faced in traditional analytics by automating and streamlining the process.

• Deep Dive into Text to SQL:

  • Leveraging LLM Agents: Explore how schema augmentation can enhance the capabilities of large language models (LLMs) in generating accurate SQL queries.
  • SQL Chain Agent from LangChain: Understand the role of LangChain's SQL Chain Agent in orchestrating complex queries.

• Challenges and Limitations of LLMs:

  • Prompt Overflow: Delve into issues related to excessive or complex prompts that may hinder accurate query generation.
  • Schema Challenges: Discuss the limitations posed by poorly named tables and columns, and the reliance on tribal knowledge within organizations.
  • Database Overload and Security Concerns: Address potential risks such as database overload and security vulnerabilities, including unauthorized access to sensitive information.
  • Team Permissions: Explore how granular control over table, row, and column permissions can mitigate security risks.
• Proposed Solutions to LLM Limitations: Learn about innovative strategies to overcome the challenges of using LLMs for secure and effective Text to SQL conversion, ensuring robust and accurate results.
• Demo and Q&A: Witness a live demonstration that showcases the application of these solutions in real-world scenarios. Engage in a Q&A session with our experts to clarify your doubts and explore further.