Azure-Search-Openai-Demo-Csharp

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Azure-Search-OpenAI-Demo-CSharp is an open-source coding & development tool that demonstrates Retrieval-Augmented Generation (RAG) in Azure. It uses Azure Cognitive Search and Azure OpenAI for ChatGPT-style and Q&A experiences over your own data.

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At a glance

Pricing

Open Source

Free tier

API

Yes

Skill level

Technical

About

What is azure-search-openai-demo-csharp?

Azure-Search-OpenAI-Demo-CSharp is a sample application showcasing the Retrieval-Augmented Generation (RAG) pattern within Azure. It leverages Azure Cognitive Search for efficient data retrieval and Azure OpenAI large language models (specifically gpt-4o-mini) to power ChatGPT-style and Q&A experiences. The tool provides a practical example for integrating enterprise data with AI models, featuring a Blazor WebAssembly frontend and an ASP.NET Core Minimal API backend. It includes sample data for immediate end-to-end testing and explores various options for ensuring response trustworthiness, such as citations and source tracking. The project also offers settings within the UX for experimentation and detailed guidance on deployment, cost estimation, and productionizing intelligent applications.

Best used for

Ideal for developers who need to build AI-powered Q&A systems over their own data, explore Retrieval-Augmented Generation patterns, and integrate Azure OpenAI with Azure Cognitive Search. Especially valuable for creating intelligent .NET applications that provide trustworthy and context-aware responses.

Common actions

build AI applications

integrate AI with data

develop RAG solutions

create Q&A systems

automated workflowdeepfakecollaborationlow-code/no-codeworkflowsopen-sourcegithub copilotface swapping"AI Agents"

Capabilities

Key features

Retrieval-Augmented Generation pattern
ChatGPT-style Q&A experiences
Azure Cognitive Search integration
Azure OpenAI large language models
Citations and source tracking
Blazor WebAssembly UI
ASP.NET Core Minimal API backend

Target Audience

developerdata scientist

Integrations

azure-openaiazure-cognitive-searchazure-blob-storageazure-container-appsazure-monitorazure-document-intelligence

Pricing & Plans

Open Source

Free

FAQs

What Azure services are required to run this sample application?

This sample application requires several Azure services, including Azure OpenAI Service, Azure AI Search, Azure Blob Storage, Azure Container Apps, and potentially Azure AI Document Intelligence. It also uses Azure Monitor for observability. Users need an Azure account with appropriate permissions to deploy and manage these resources.

Can I use existing Azure resources with this sample application?

Yes, you can configure the Azure Developer CLI (azd) to use your existing Azure OpenAI Service, Azure AI Search, and Azure Storage Accounts. This involves setting specific environment variables for the service names, resource groups, and deployment names before running the deployment command.

How can I estimate the cost of running this application in Azure?

Pricing varies by region and usage, but you can use the Azure pricing calculator for services like Azure Container Apps (Consumption plan), Azure OpenAI Service (Standard tier, GPT and Ada models), Azure AI Document Intelligence, Azure AI Search (Basic tier), Azure Blob Storage, and Azure Monitor. Free SKUs are available for some services, but they come with limitations.

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Open Source & Models Code Assistants DevOps & Infrastructure No-Code / Low-Code Testing & QA Backend & APIs

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