RAG (Retrieval-Augmented Generation)

Chat With Your Data — Powered by RAG Intelligence

Turn your unstructured enterprise data into instant, conversational insights with Azure AI Search and OpenAI GPT.
Get the power of ChatGPT — on your own data, securely.

What Is RAG? >>

Retrieval-Augmented Generation

RAG combines intelligent search and AI-powered generation to answer questions using your own data.
It retrieves the most relevant content from your files and generates accurate, context-aware responses — fast, secure, and explainable.

About Rapinno RAG

Rapinno RAG is a secure, enterprise-grade solution built on Azure AI Search and Azure OpenAI that allows organizations to chat with their internal data safely and efficiently.
You can upload, index, and query data using natural language — getting real-time, citation-backed responses in seconds.

Key Features

Multi-format data support

Upload PDFs, DOCX, images, markdown files, HTML pages, and more.

Speech-to-text search

Talk to your data and get voice-enabled answers anywhere.

Easy integration with Microsoft Teams

Bring the “Chat with your Data” experience right into your daily workflow.

Custom prompt and chunking control

Fine-tune retrieval, summarization, and context depth to suit your business.

How it works

Data Upload & Indexing

Upload files or connect storage — Azure AI Search processes and indexes your content.

Context Retrieval

RAG retrieves the most relevant data chunks in real time using advanced search, vector, and semantic ranking.

AI Response Generation

Azure OpenAI GPT models analyze retrieved content to produce contextual, accurate answers.

Interactive Chat Interface

Users can refine questions, view cited sources, and explore results conversationally.

Who It is For​

  • Enterprise teams looking to turn internal data into an intelligent assistant
  • Business analysts and consultants seeking fast knowledge retrieval
  • IT administrators managing secure AI access to corporate content
  • Industry specialists (finance, healthcare, legal, etc.) using RAG for research and compliance

Technology Stack

Built using Microsoft’s trusted cloud ecosystem:
Azure OpenAI, Azure Cognitive Search, Azure Document Intelligence, Azure Functions, Azure Storage, and Azure Speech Services — with optional Teams integration.

Why Choose Rapinno RAG

Microsoft-certified architecture using Azure AI Search

Scalable, configurable, and enterprise-ready

Maintains data security and access control (supports RBAC and private endpoints)

Delivers faster, more accurate answers with hybrid and semantic search

Deployable via one-click provisioning in your own Azure subscription

Bring RAG Into Your Workflow

Unlock the power of your internal knowledge — from financial reports to policy documents — and make it instantly searchable, understandable, and useful.