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Volvex AI Labs

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Video: n8n RAG Agent for Instagram: Step by Step Tutorial (FREE TEMPLATE)
n8n Templates: files attached to this post "IG_RAG_Assistant.json" and "Push_Data.json" To use the template create a new workflow in n8n and them "Import from File..." --- In this no-code tutorial we will build a RAG AI agent for Instagram with smart message buffering using Manychat, n8n, Redis, OpenAI and Pinecone. We will cover: 1. How to set up Google Cloud Console, so you clients have a very easy way to share their Knowledge Base with you. 2. How to set up Pinecone Vector Database in n8n and how it works. 3. What is RAG, its benefits over regular AI agents, and how you build one in n8n. 4. How to make it work with Manychat and smart message buffering. Everything is explained step by step, and deployed in a way you can clone. Enjoy the build! Enjoy! - Ilya
1 like • Jun 22
Awesome tutorial, thanks a lot! Is it possible for the knowledge base to evolve with feedback? Example if there's a question to which it doesn't yet know the answer, is there a way for me to get notified, provide an answer and then have this answer stored for future reference in the knowledge base? Thanks again!
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Nicolas Bédard
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4points to level up
@nicolas-bedard-6927
Founder of multiple 7 figs eComm brands. Looking to learn from top minds in automation and AI to get to help me scale 8-9 figures.

Active 42d ago
Joined Jun 22, 2025