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GPT-RAG - AI Developer Tools Tool

Overview

GPT-RAG is an enterprise-grade Retrieval-Augmented Generation (RAG) solution accelerator integrating Azure Cognitive Search and Azure OpenAI. It offers a modular architecture with data ingestion, orchestrator options, and customizable front ends for ChatGPT-style and Q&A experiences in secure enterprise environments.

Key Features

  • Integrates Azure Cognitive Search with Azure OpenAI
  • Modular architecture for ingestion, orchestration, and front-end
  • Data ingestion pipeline for indexing enterprise content
  • Orchestrator options: Semantic Kernel functions or AutoGen workflows
  • Customizable front-end interfaces for ChatGPT-style experiences
  • Designed for secure enterprise deployments

Ideal Use Cases

  • Power ChatGPT-style conversational agents over enterprise data
  • Build Q&A experiences using indexed organizational content
  • Implement retrieval-augmented generation workflows with Azure services
  • Rapidly prototype enterprise RAG solutions and integrations

Getting Started

  • Clone the repository from GitHub
  • Provision Azure Cognitive Search resources
  • Provision Azure OpenAI service and obtain keys
  • Configure data ingestion and run the indexing pipeline
  • Choose orchestrator (Semantic Kernel or AutoGen) and start workflows
  • Customize and deploy the front-end interfaces

Pricing

Pricing is not disclosed in the project documentation. Azure service costs (Cognitive Search, OpenAI) apply separately.

Limitations

  • Requires Azure Cognitive Search and Azure OpenAI service subscriptions
  • Provided as an accelerator; requires configuration and engineering for production deployments

Key Information

  • Category: Developer Tools
  • Type: AI Developer Tools Tool
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