*LIVE BUILD* n8n AI Chatbot + RAG from Youtube Transcripts (Supabase, Google API & GPT 4.1)
Leonardo Grigorio | Build & Ship with AI
@leonardogrigAbout
Your idea deserves to exist. I help builders at any level ship production data-driven apps using AI, modern tools, and a bias toward action.
Video Description
🔥 Join The AI Forge Community 👇 https://www.skool.com/the-ai-forge In this stream, I evaluate and walk through the complete process of building an AI-powered chatbot designed to interact with my YouTube video content. I demonstrate how to make your entire video library searchable, allowing the chatbot to retrieve specific information and, crucially, provide the exact source link with a precise timestamp from the video where that information was mentioned. I cover the entire pipeline, starting from fetching video transcripts using the YouTube API within an n8n workflow, processing and structuring this data (including a deep dive into using a code node and getting assistance from LLMs like Gemini and Grock for data transformation), and then embedding these transcript chunks into a Superbase vector database. I also show how to incorporate metadata like video titles and thumbnails. The second major part involves setting up an AI agent, equipped with a Superbase vector store tool and guided by a carefully crafted system prompt, to understand user queries, fetch relevant segments from the transcripts, and respond with the answer along with the timestamped YouTube URL and thumbnail for easy reference. Timestamps: 00:00 Project Introduction 01:33 Core Chatbot Architecture 03:52 Fetching Video Data and Transcripts 18:17 Structuring Transcript Data with Custom Code & LLM Assistance 48:51 Building the AI Retrieval Agent in n8n with Superbase Tooling 01:06:48 Live Testing: Querying the Chatbot and Verifying Timestamped Source Links 01:11:11 Discussion: Production Considerations, Edge Cases, and Future Enhancements ✨n8n Cloud (Affiliate Link—Using it supports me!): https://n8n.partnerlinks.io/c2uubbc6vgax The Recording Software I use (Canvid): https://aibuilders.short.gy/canvid 📱 X: https://x.com/leonardogrig 💼 LinkedIn: https://www.linkedin.com/in/leonardogrig
Build Your AI Chatbot Today!
AI-recommended products based on this video

msi Crosshair 16 Gaming Laptop - with 2024 Office Lifetime License, GeForce RTX 4070, 16" FHD+ 144 Hz Display, 14th Gen Intel 16-Core i7 14650HX, Backlit KB, Windows 11 Pro (32GB DDR5 RAM | 1TB SSD)

Magnetic Nasal Strips Starter Kit: Comfortable Nasal Breathing Support for Sleep, Helps Reduce Snoring Noise, Includes 60 Tabs (30 Uses) with 4 Sizes

Environet Hydroponic Growing Kit, Self-Watering Mason Jar Herb Garden Starter Kit Indoor, Windowsill Herb Garden, Grow Your Own Herbs from Organic Seeds (Basil)

Herb Garden Planter Indoor Kit 21Pcs Kitchen Herb Garden Starter Kit Growing Kit Including Wooden Box Burlap Pots Soil Discs Gardening Tools Unique Easter Birthday Christmas Gift Ideas for Women Mom

Bonsai Starter Kit – 1x Bonsai Tree | Complete Indoor Starter Kit for Growing Plants with Bonsai Seeds, Tools & Planters – Gardening Gifts for Women & Men

Acer Nitro V 16 AI Gaming Laptop, 16" WUXGA 180Hz Display, AMD Ryzen 5 240, GeForce RTX 5050, 16GB DDR5, 512GB SSD, Backlit Keyboard, Copilot, Wi-Fi 6E, Win 11, Black, 1TB Docking Station Set

MSI Stealth A18 AI+ A3XWIG-013CA 18" UHD+ mini LED 120Hz Gaming Laptop, AMD Ryzen AI 9 HX 370, RTX 5080, 64GB DDR5, 2TB NVMe SSD, Windows 11 Home

Asus Zenbook S 14, Next-Level AI PC, 14” Ultrathin Laptop, 3K 120Hz OLED Touchscreen, Intel Core™ Ultra 7 (Series 2) Processor, 16GB Memory, 1TB SSD, Wi-Fi 7, Zumaia Gray, UX5406SA-DH71T-CB

MSI Stealth 18 HX AI 18” 240Hz QHD+ Gaming Laptop: Intel Ultra 9-275HX, NVIDIA Geforce RTX 5080, 32GB DDR5, 2TB NVMe SSD, Wi-Fi 7, Win 11 Home :Midnight Black A2XWIG-045US

















