๐ฌ Medical Q&A chatbot for urology using RAG with Pinecone and GPT-4o
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Description
Medical Q&A Chatbot for Urology using RAG with Pinecone and GPT-4o
This template provides an AI-powered Q&A assistant for the Urology domain using Retrieval-Augmented Generation (RAG). It uses Pinecone for vector search and GPT-4o for conversational responses.
๐ง Use Case
This chatbot is designed for clinics or medical pages that want to automate question answering for Urology-related conditions. It uses a vector store of domain knowledge to return verified responses.
๐ง Requirements
- โ OpenAI API key (GPT-4o or GPT-4o-mini)
- โ Pinecone account with an active index
- โ Verified Urology documents embedded into Pinecone
โ๏ธ Setup Instructions
- Create a Pinecone vector index and connect it using the Pinecone credentials node.
- Upload Urology-related documents to embed using the
Create Embeddings for Urology Docsnode. - Customize the chatbot system message to reflect your medical specialty.
- Deploy this chatbot on your website or link it with Telegram via the chat trigger node.
๐ ๏ธ Components
chatTrigger: Listens for user messages and starts the workflow.Medical AI Agent: GPT-based agent guided by domain-specific instructions.RAG Tool Vector Store: Fetches relevant documents from Pinecone using vector search.Memory Buffer: Maintains conversation context.Create Embeddings for Urology Docs: Encodes documents into vector format.
๐ Customization
You can replace the knowledge base with any other medical domain by:
- Updating the documents stored in Pinecone.
- Modifying the system prompt in the AI Agent node.
๐ฃ CTA
This chatbot is ideal for clinics, medical consultants, or educational websites wanting a reliable AI assistant in Urology.
๐ Nodes Used
AI Agent, Embeddings OpenAI, OpenAI Chat Model, Simple Memory, Pinecone Vector Store, Chat Trigger
๐ฅ Import
Download workflow.json and import into n8n:
Workflow menu โ Import from File