Advanced Chatbot With RAG Agent
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Empower your business with an intelligent chatbot leveraging Retrieval Augmented Generation (RAG) and seamless integration with your calendar and external services. This workflow automates complex tasks, providing dynamic and context-aware responses.
About This Workflow
This n8n workflow orchestrates an advanced chatbot experience powered by Retrieval Augmented Generation (RAG). It begins by receiving triggers from webhooks, allowing it to handle order-related inquiries or appointment requests. The workflow intelligently processes incoming data, potentially querying external APIs for tracking information. For calendar-related tasks, it integrates with Google Calendar to manage appointments and events. The core of this workflow lies in its RAG implementation, which utilizes OpenAI models and a Qdrant vector store for efficient information retrieval. This enables the chatbot to provide highly accurate and contextually relevant answers by grounding its responses in your specific data. Finally, it responds to webhooks with generated outputs, closing the loop on sophisticated automation.
Key Features
- Intelligent Chatbot Core: Leverages OpenAI chat models for natural language understanding and response generation.
- Retrieval Augmented Generation (RAG): Enhances AI responses by retrieving relevant information from your knowledge base via Qdrant vector store.
- Seamless Calendar Integration: Connects with Google Calendar for automated appointment scheduling and event management.
- External API Connectivity: Integrates with webhooks and HTTP requests for dynamic data fetching and task execution.
- Automated Response Handling: Provides structured responses to various triggers, closing the loop on complex workflows.
How To Use
- Configure Webhooks: Set up incoming webhooks for
n8n_orderandn8n_appointmentto trigger the workflow with relevant data. - Integrate with OpenAI: Connect your OpenAI API key to the
OpenAI Chat Modelnodes for language processing and embedding generation. - Set up Qdrant Vector Store: Configure the
Qdrant Vector Storenodes with your Qdrant instance details and collection name. - Connect Google Calendar: Authorize n8n to access your Google Calendar for appointment management.
- Define External API Calls: Configure the
API URL Trackingandn8n_ragnodes to interact with any necessary external services or databases. - Map Output Data: Use the
Setnodes (Tracking response,Calendar response) to structure the data that will be returned to the webhooks. - Respond to Webhooks: Configure the
respondToWebhooknodes to send the final generated responses back to the calling application.
Apps Used
Workflow JSON
{
"id": "470fa9c2-afec-4e56-8f08-4c583323db4f",
"name": "Advanced Chatbot With RAG Agent",
"nodes": 6,
"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.
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ID: 470fa9c2-afec...
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