Unlock Your Company's Knowledge with an AI-Powered RAG Workflow
detail.loadingPreview
Empower your team with instant access to company knowledge. This workflow leverages AI and your Google Drive documents to create a smart, searchable knowledge base that answers employee questions accurately.
About This Workflow
This n8n workflow automates the process of turning your company's documents into an intelligent, queryable knowledge base. By integrating with Google Drive, it ingests new and updated documents, processes them using Google Gemini embeddings, and stores them in a Pinecone vector store. When a user asks a question through a chat interface, the workflow retrieves relevant information from your documents using a powerful AI agent and provides concise, accurate answers. This RAG (Retrieval Augmented Generation) system ensures that your AI assistant is always grounded in your official company policies and information, reducing misinformation and boosting productivity.
Key Features
- Automated Document Ingestion: Seamlessly monitors your Google Drive for new or updated company documents.
- Intelligent Knowledge Base: Utilizes Google Gemini embeddings to understand and index document content.
- Pinecone Vector Storage: Efficiently stores and retrieves document embeddings for fast and accurate lookups.
- AI-Powered Q&A: An intelligent agent, guided by your company's context, answers user questions directly from your documents.
- Contextual Accuracy: Ensures answers are derived solely from your approved company resources.
How To Use
- Connect Google Drive: Authenticate your Google Drive account to enable file monitoring.
- Configure Triggers: Set up the 'Google Drive File Created' and 'Google Drive File Updated' nodes to watch your specific company document folder.
- Set up Pinecone: Configure the 'Pinecone Vector Store' node with your Pinecone API key and index name.
- Configure Embeddings: Authenticate your Google Cloud account for the 'Embeddings Google Gemini' node.
- Define AI Agent: Customize the 'AI Agent' node's system message to guide its behavior as a company knowledge assistant.
- Integrate Chat: Connect the 'When chat message received' node to your preferred chat platform to receive user questions.
- Test Thoroughly: Upload sample documents and ask various questions to ensure the workflow accurately retrieves and generates responses.
Apps Used
Workflow JSON
{
"id": "7b180b58-9ae2-45b3-aec3-b87081f2c976",
"name": "Unlock Your Company's Knowledge with an AI-Powered RAG Workflow",
"nodes": 9,
"category": "Operations",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
Get This Workflow
ID: 7b180b58-9ae2...
About the Author
DevOps_Master_X
Infrastructure Expert
Specializing in CI/CD pipelines, Docker, and Kubernetes automations.
Statistics
Related Workflows
Discover more workflows you might like
Google Sheets to Icypeas: Automated Bulk Domain Scanning
This workflow streamlines the process of performing bulk domain scans by integrating your Google Sheets data directly with the Icypeas platform. Automate the submission of company names from your spreadsheet to Icypeas for comprehensive domain information, saving valuable time and effort.
Instant WooCommerce Order Notifications via Telegram
When a new order is placed on your WooCommerce store, instantly receive detailed notifications directly to your Telegram chat. Stay on top of your e-commerce operations with real-time alerts, including order specifics and a direct link to view the order.
On-Demand Microsoft SQL Query Execution
This workflow allows you to manually trigger and execute any SQL query against your Microsoft SQL Server database. Perfect for ad-hoc data lookups, administrative tasks, or quick tests, giving you direct control over your database operations.