Cloudstation

AI-Powered RAG Pipeline

Production-ready Retrieval-Augmented Generation

AI-Powered RAG Pipeline

Make AI actually read and understand YOUR company documents—not just guess with general knowledge. Get accurate answers from your contracts, manuals, and policies with complete citations showing where the information came from.

Overview

PropertyValue
CategoryAI & Automation
Deployments47
Tech Stackn8n, Qdrant, LLM integration
TagsRAG, Qdrant, N8N, AI Workflows

Features

  • Upload Your Documents: Drop in PDFs, Word docs, spreadsheets—AI reads and indexes everything
  • Ask Questions in Plain English: Get answers based on YOUR information, not generic AI knowledge
  • See the Source: Every answer includes references to the exact documents used
  • Handles Any Document Type: Contracts, policies, manuals, reports, knowledge bases
  • Pre-Built Workflows: Start processing documents immediately—no setup required
  • Works with Multiple AI Models: Choose OpenAI, Anthropic, or local models based on your budget
  • Enterprise Search: Combines smart AI search with traditional keyword matching
  • Keep Data Private: Everything runs on your servers—sensitive documents never leave your control

Use Cases

  • Customer Support in Minutes: Answer product questions accurately using your documentation
  • Legal Document Search: Find specific clauses and information across thousands of contracts
  • HR Policy Questions: Give employees instant, accurate answers about company policies
  • Technical Documentation: Help users find solutions in complex technical manuals
  • Reduce Support Costs: Automate 60-80% of repetitive documentation questions
  • Eliminate "AI Hallucinations": Answers always come from your real documents, with proof

Quick Deploy

Deploy this template with one click on CloudStation:

https://app.cloud-station.io/template-store/rag-pipeline?deploy=true

Configuration

Key environment variables for RAG Pipeline:

VariableDescription
QDRANT_URLQdrant vector database URL
QDRANT_API_KEYQdrant authentication key
OPENAI_API_KEYOpenAI API key for embeddings and LLM
N8N_WEBHOOK_URLn8n webhook base URL
EMBEDDING_MODELModel for generating embeddings

This template is maintained by CloudStation and receives regular updates.