A sample app for the Retrieval-Augmented Generation pattern running in Azure, using Azure AI Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.

Tool to visualize the Copilot metrics provided via the Copilot Business Metrics API (current in public beta)

cuVS - a library for vector search and clustering on the GPU

Microsoft Azure Traces

One-click deploy of a Knowledge Graph powered RAG (GraphRAG) in Azure

Sample to envision intelligent apps with Microsoft's Copilot stack for AI-infused product experiences.

Send a phone call from AI agent, in an API call. Or, directly call the bot from the configured phone number!

Azure OpenAI code resources for using gpt-4o-realtime capabilities.

A simple example implementation of the VoiceRAG pattern to power interactive voice generative AI experiences using RAG with Azure AI Search and Azure OpenAI's gpt-4o-realtime-preview model.

RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns.

Sample code for a simple web chat experience through Azure OpenAI, including Azure OpenAI On Your Data.

Examples of applications and tool usage for Oracle Database

Kubernetes AI Toolchain Operator

A Solution Accelerator for the RAG pattern running in Azure, using Azure AI Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences. This includes mos…

The RAG Experiment Accelerator is a versatile tool designed to expedite and facilitate the process of conducting experiments and evaluations using Azure Cognitive Search and RAG pattern.

Sharing the learning along the way we been gathering to enable Azure OpenAI at enterprise scale in a secure manner. GPT-RAG core is a Retrieval-Augmented Generation pattern running in Azure, using …

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. RAG systems combine information retrieval with generative models to provide accurate and cont…

A modular graph-based Retrieval-Augmented Generation (RAG) system

A sample Power BI dashboard that leverages the GitHub Copilot Metrics API.