Azure-Samples/azure-search-openai-demo
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.
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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
1 release in the last 90 days, the latest 31 days ago, with 115 contributors on GitHub.
Use Cases & Benefits
- Implements a Retrieval-Augmented Generation chat app using Azure OpenAI and Azure AI Search to create ChatGPT-style experiences over custom document data.
- Combines powerful GPT models with Azure AI Search indexing for accurate, context-aware responses enriched with citations and multi-turn dialogue support.
- Use for building enterprise chatbots that answer employee questions about internal policies, benefits, and job roles using company documents.
- Use for developing AI-powered Q&A systems that integrate multimodal document reasoning including images and support speech input/output accessibility.
- Use for prototyping and deploying scalable AI search and chat applications on Azure with customizable retrieval settings and integrated monitoring.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
MIT
Permissive: commercial use, modification and redistribution are allowed with attribution.
Community files
- README: present
- Contributing guide: present
- Code of conduct: present
Watch-outs
No watch-outs from GStars' checks.
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From the README
This solution creates a ChatGPT-like frontend experience over your own documents using RAG (Retrieval Augmented Generation). It uses Azure OpenAI Service to access GPT models, and Azure AI Search for data indexing and retrieval.
This solution's backend is written in Python. There are also JavaScript, .NET, and Java samples based on this one. Learn more about developing AI apps using Azure AI Services.
This template, the application code and configuration it contains, has been built to showcase Microsoft Azure specific services and tools. We strongly advise our customers not to make this code part of their production environments without implementing or enabling additional security features. See our productionizing guide for tips, and consult the Azure OpenAI Landing Zone reference architecture for more best practices.
This sample demonstrates a few approaches for creating ChatGPT-like experiences over your own data using the Retrieval Augmented Generation pattern. It uses Azure OpenAI Service to access a GPT model (gpt-4.1-mini), and Azure AI Search for data indexing and retrieval.
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
Forks
5.5K+8
Open issues
533+9
Compared with peers in Cloud
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| moby/buildkit | 10.4K | — | 65 | 1 day ago |
| Azure-Samples/azure-search-openai-demo | 7.8K | — | 63 | 31 days ago |
| Category median | 22.5K | — | 64 | — |
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