I’m excited to share a new demo video where I walk through how I built a complete Retrieval-Augmented Generation (RAG) workflow using n8n, OpenAI, and Pinecone — all without writing a backend or managing servers. This workflow turns unstructured documents into intelligent, answer-ready knowledge using automation and AI. 🔍 What the Demo Covers 📂 Pulling documents directly from Google Drive ✂️ Splitting text using a Recursive Character Text Splitter 📄 Loading & preparing data with a Data Loader 🧠 Generating embeddings with OpenAI 📦 Storing & indexing vectors in Pinecone 🤖 Using an AI Agent connected to the vector store 💬 Answering questions with accurate, RAG-powered context 🧾 Adding memory for more natural, human-like conversations 🎯 Why This Workflow Is Powerful This setup enables you to build: 🤖 AI chatbots with custom knowledge ❓ Automated Q&A assistants 🏢 Internal knowledge search tools 📚 Document-driven AI applications All created inside n8n — visually, modularly, and with full flexibility. 📽️ Watch the Demo I’ve recorded a full walkthrough to show how everything fits together from start to finish. 👉 Video attached If you're exploring RAG, vector databases, or AI automation, feel free to connect — always happy to share ideas and learn from the community! #n8n #AI #RAG #OpenAI #Pinecone #Automation #NoCode #LowCode #VectorDatabase #LLM #ArtificialIntelligence #WorkflowAutomation

Automate LinkedIn Outreach, Scraping, Messaging & More — No Coding Needed! I just released my complete LinkedIn Automation Mastery Course inside the DataLinkk Skool community — and the best part? 👉 It’s completely FREE for everyone to join. If you’ve ever wanted to turn LinkedIn into a fully automated lead-generation machine… this is EXACTLY the system I’ve been using at agencies and real client projects. Now you can learn it step by step — and apply it instantly. 🎯 Inside the Course, You Will Learn: ✔️ How to set up Browserflow.io inside n8n (Cloud + Self-Hosted) ✔️ Scrape LinkedIn profiles in minutes ✔️ Auto-send connection requests to your target audience ✔️ Auto-check accepted requests ✔️ Auto-send personalized messages to new connections ✔️ Build a full LinkedIn automation system using no-code tools ✔️ Workflows, templates, and files included for FREE This course can easily save you 10+ hours/week and help you scale your outreach effortlessly — whether you're doing lead generation, job hunting, or client acquisition. 🎁 Join Here (FREE Access): 👉 https://www.skool.com/qya-automations-1935/classroom/e5ec70ed?md=158c96d656414b59ae8d82b5a8f0ab4b 💬 Why Join the Community? Inside DataLinkk Skool, you’ll get: 🔥 Free automation courses 🔥 Workflow downloads 🔥 AI & automation discussions 🔥 Real client-level systems 🔥 Direct support + community help 🔥 Early access to new tools & tutorials We're building a powerful automation community — and you’re invited.

You can find over here https://www.skool.com/qya-automations-1935/classroom/e5ec70ed?md=bd00fdfc229c41d8a82c1beffd935da1

We will solve your Problems through Automation