AI Knowledge Base (RAG) Chatbot Overview Developed by Mahmud SaniAI Knowledge Base (RAG) Chatbot Overview Developed by Mahmud Sani

AI Knowledge Base (RAG) Chatbot Overview Developed

Mahmud Sani

Mahmud Sani

AI Knowledge Base (RAG) Chatbot
Overview
Developed a Retrieval-Augmented Generation (RAG) chatbot that indexes documents uploaded to Google Drive, stores them in a vector database, and answers user questions using the company's own knowledge.
Business Value
- Gives employees instant access to company information
- Reduces time spent searching through documents
- Improves the accuracy of AI responses
- Makes internal knowledge easier to access
Technologies
n8n • Google Drive • Pinecone • Google Gemini Embeddings • OpenRouter • AI Agent
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Posted Jul 25, 2026

AI Knowledge Base (RAG) Chatbot Overview Developed a Retrieval-Augmented Generation (RAG) chatbot that indexes documents uploaded to Google Drive, stores the...

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