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+---
+name: RAG on PostgreSQL
+description: Deploy an app to chat with your PostgreSQL database using Azure OpenAI, Python, and the RAG technique.
+languages:
+- bicep
+- azdeveloper
+- python
+- typescript
+products:
+- azure-database-postgresql
+- azure
+- azure-openai
+- azure-container-apps
+- azure-container-registry
+page_type: sample
+urlFragment: rag-postgres-openai-python
+---
+
+This project creates a web-based chat application with an API backend that can use OpenAI chat models to answer questions about the items in a PostgreSQL database table. The frontend is built with React and FluentUI, while the backend is written with Python and FastAPI.
+
+This project is designed for deployment to Azure using [the Azure Developer CLI](https://learn.microsoft.com/azure/developer/azure-developer-cli/), hosting the app on Azure Container Apps, the database in Azure PostgreSQL Flexible Server, and the models in Azure OpenAI.
+
+For instructions on deploying this project to Azure, please refer to the [README on GitHub](https://github.com/Azure-Samples/rag-postgres-openai-python/?tab=readme-ov-file#rag-on-postgresql).
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