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
| Property | Value |
|---|---|
| Category | AI & Automation |
| Deployments | 47 |
| Tech Stack | n8n, Qdrant, LLM integration |
| Tags | RAG, 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=trueConfiguration
Key environment variables for RAG Pipeline:
| Variable | Description |
|---|---|
QDRANT_URL | Qdrant vector database URL |
QDRANT_API_KEY | Qdrant authentication key |
OPENAI_API_KEY | OpenAI API key for embeddings and LLM |
N8N_WEBHOOK_URL | n8n webhook base URL |
EMBEDDING_MODEL | Model for generating embeddings |
This template is maintained by CloudStation and receives regular updates.