Your Privacy

This site uses cookies to enhance your browsing experience and deliver personalized content. By continuing to use this site, you consent to our use of cookies.
COOKIE POLICY

Skip to main content

Building a Multi-Model LLM Chatbot with Azure OpenAI and Amazon Bedrock

In today’s rapidly evolving AI landscape, the ability to harness multiple cloud providers and language models is becoming increasingly crucial. In this video, Josh Bartels, CTO at UDig, will explore the journey of creating a Multi-Model LLM Chatbot that utilizes both Azure OpenAI and Amazon Bedrock.

Key highlights of this video include:

  1. Architecture Overview: Explore the intricate architecture behind a multi-cloud, multi-model chatbot. We’ll discuss how to design a system that can seamlessly switch between different LLMs based on specific needs.
  2. Integration Showcase: Watch as we demonstrate live integration with Azure OpenAI’s GPT models and Amazon Bedrock’s array of foundation models. Learn how to leverage the strengths of each platform to create a more robust and versatile chatbot. We’ll cover authentication, API calls, and how to handle the unique features of each service.
  3. Live Chatbot Demo & Code Review: Experience the Multi-Model LLM Chatbot in action through a live demonstration. We’ll interact with the chatbot, showcasing its ability to seamlessly switch between Azure OpenAI and Amazon Bedrock models. Following the demo, we’ll dive into a code review of crucial components, examining the logic behind model selection, request handling, and response processing. This segment will provide you with practical insights into implementing a multi-model system.
  4. Best Practices & Pitfalls: Gain insights into best practices for multi-model implementations, common pitfalls to avoid, and strategies for maintaining consistency across different LLMs. We’ll discuss prompt engineering techniques, error handling, and how to ensure a coherent user experience despite using multiple models.

Video thumbnail

Digging In

  • Artificial Intelligence

    Is Reporting Dead? The Shift to Actionable Insights with Agentic AI

    Traditional reporting has been a cornerstone of business operations for decades—but is it really driving meaningful change?

  • Artificial Intelligence

    Is Reporting Dead? The Rise of Agentic AI

    Businesses have obsessed over reporting for years. We’ve built dashboards, cranked out endless reports, and convinced ourselves that if we just had better data, we’d make better decisions. But here’s the uncomfortable truth: reporting isn’t action. Most reports don’t drive change—they just tell us what we already know or suspect. Is reporting dead? At NRF […]

  • Artificial Intelligence

    rvatech/ Data + AI Summit | Bridging Clouds: Building a Multi-Model LLM Chatbot

    At the 2025 rvatech/Data+AI Summit, Josh Bartels, UDig’s Chief Technology Officer, will present on how to build a Multi-Model LLM Chatbot using Azure OpenAI and Amazon Bedrock.

  • Artificial Intelligence

    RVA Data Enthusiasts | Accelerated Intelligence: AI Insights with UDig

    Join UDig to explore how AI is accelerating impact for clients. In this session, we will share technical insights and lessons learned across a variety of AI-driven projects. Through a round-robin format, you’ll hear from team leaders and consultants on key innovations, with time for Q&A.

  • Artificial Intelligence

    AI-Driven Test Automation: A Future of Fast, Efficient & Cost-Effective QA

    Explore how AI-driven test automation is actively transforming the quality assurance (QA) process, delivering real-world value beyond the hype.

  • Artificial Intelligence

    AI Journey: From Concept to Deployment – A Step-by-Step Guide

    “AI is probably the most important thing humanity has ever worked on.” – Sundar Pichai, CEO of Alphabet With quotes like these coming from top executives and artificial intelligence (AI) constantly finding its way into the headlines, there is increased pressure on companies to start their AI journey. However, there is also immense opportunity! Whether […]