Step-by-Step Tutorial: Create a RAG Chatbot with n8n AI Agents in MINUTES

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In this n8n AI Agent tutorial you will learn how to create a RAG Chatbot that can answer questions from your own knowledge base.
We will also embed the chatbot into a website using the n8n web embed script.

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🧠 I can build your chatbots for you!

🕒 TIMESTAMPS:
00:00 - Intro to AI Agents
02:38 - Creating Data Upsert Workflow
03:19 - Google Drive Trigger
06:27 - Download File from Google Drive
07:11 - Adding Pinecone Vector Store
09:20 - Creating OpenAI API Key
10:45 - Adding Meta Data
12:53 - Creating an AI Agent (RAG Chatbot)
18:12 - Public URL
19:01 - Website Embed
21:05 - Changing Embed Styles
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How are you planning to use AI Agents in your workflows?
Please remember to hit the like button 👍.

leonvanzyl
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This was my very first Workflow in n8n and it worked! Your videos are great lots of details quick to the point and they actually work. Thanks pleaseeee keep working on n8n, thanks!!! Cheers from Mexico

AlejandroGidi
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First, I don't speak English, so I apologize if this is poorly translated. Your video is by far the best one I've found about n8n. It's very clear and includes many details that others don't show. Please accept my humble congratulations, and thank you so much for your excellent work. I'm new to this and want to start a business to help me earn some extra money. Sending you a big hug and many thanks. Please keep making your videos!

Pablo-Ramirez
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THANK YOU. Been looking for this. Nice detail. I’m new to building Agents so really appreciate this and you gained another sub! Now I have to watch all your other videos, damn LOL

MarkSpomer
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Love your tutorials Leon! So easy to follow! Packed with really usefull knowledge and no unnecessary chatting. Amazing work!

krisszostak
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Amazing Tutorial and Amazing Instructor!!

ChillAlien-de
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Congratz Leon! Nice Tutorial Video! 👏👏👏

tradfabio
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Thank you my man. This is fantastic. A concise and excellent step-by-step tutorial.

carlosf
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Thank you for the patience. You’ve earned another like and subscription.

alvinmoore
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I didn't add the chat bot to a website but I was able to follow from start to finish. Great tutorial.

JaMinaEngram
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Awesome content! Not enough people make information about n8n! Thanks so much!

justinwlin
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Great videos 10/10. Straight to the point and providing value. Thanks Leon

santi-leoni
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I'm curious why you didn't address the moment at 5:26 when the error message, 'Google hasn't verified this app, ' appeared. Many people might not know how to handle that situation.

matthewockwell
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Friend thanks for the video. And if I want to convert that text to audio, how do I share the audio in that chat? It would be a huge blow to your YouTube channel if I did that, I would really appreciate it if you could help me.

teloensenoenminutos
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Amazing video man. I'd love more long videos on n8n and Flowise like this one!!!

BlackBification
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As always, the best and most useful videos on youtube

BadBite
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Very nice video Leon. Keep going with AI and n8n please.

uvnvbcv
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Nice work this is a super tedious task so it is really nice to have this step by step ❤

AlfredNutile
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Hey Leon,
thank you very much for the video. Very helpful and detailed, so everyone can build their own RAG Chatbot.

Not sure if I missed it but, how would I update information that was uploaded but isnt relevant anymore?
Lets say the specials change weekly? Or the prices change?

I dont think there is a way to make a workflow: drive-file deleted->delete from vector store?

What would be interesting too:
Most businesses have knowledge bases in other tools, lets say I save all knowledge in Notion.
Is there a way to keep a Vector store up to date with something like notion?

Thanks again for the videos! :)

michaelkalusche
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Great video, many thanks. A question: For me the response come back in a Jason format in the chat like: { "response": { "text": "The emergency contact is Jack Daniels." } } instead of plain text? If it is embedded or hosted, is the same. The Chat model response format is set to TEXT. Thank you!

hajduadam