AI Automation: Build LLM Apps & AI-Agents with n8n & APIs

AI Automation is the Future.

But how does it really work?
And how can AI optimize business processes—on a whole new level, far beyond ChatGPT?
The answer: AI Agents.

This course guides you through both essential and advanced concepts in automation using AI automation, AI agents, LLMs, vector databases, Retrieval-Augmented Generation (RAG), and n8n. You'll learn how to create powerful automations, build intelligent AI agents, and seamlessly integrate them into your workflows to enhance both business and personal projects.

Additionally, you'll receive 29 downloadable JSON workflows to accelerate your learning and implementation.

What You’ll Learn in This Course:

Fundamentals of Automation, AI Agents & LLMs

Dive into the world of AI automation:

• Introduction to automation, AI agents & essential tools (n8n, Make, Zapier, LangChain, LangGraph, Flowise).

• Understanding APIs and their role in automation.

• LLMs explained: ChatGPT, Claude, Gemini, Deepseek, Llama, Mistral & more.

• OpenAI API: Pricing structure, GDPR-compliant usage & project setup.

• Function calling with LLMs: How AI agents use tools like calendars, emails, web search, webhooks, Airtable, Google Sheets, and more.

• RAG (Retrieval-Augmented Generation): Vector databases & embeddings explained.

n8n Basics: Installation & First Workflows

Master the fundamentals of n8n, the key to intelligent automation:

• Local installation with Node.js & using the web version without installation.

• Importing, exporting, and selling workflows.

• Setting up automations with Airtable, Google Sheets & Google Cloud.

• Using simple JavaScript variables in automation.

Expanding AI Automation with LLMs

Build advanced AI-powered automations:

• Email automation with OpenAI API, Gmail, and Airtable.

• Real-time sentiment analysis & database storage.

• Integrating open-source LLMs (Deepseek R1, Llama, Mistral) into automation.

• Using any LLM API in n8n (Deepseek API, Groq API & more).

Integrating AI Agents & RAG Chatbots into Workflows

Automate customer communication & data processing:

• RAG Agent: Automatically updating vector databases with Google Drive.

• RAG Chatbot using AI agent nodes, embeddings & retrieval techniques.

• AI-powered email agents for automated summaries & responses.

Prompt Engineering for AI Agents

Optimize your prompts for better AI responses:

• Principles & best practices for effective prompt engineering.

• Avoiding errors & precisely controlling AI outputs.

Hosting, Social Media & Advanced Automations

Expand your automations with self-hosting & real-time integrations:

• n8n self-hosting with Render & other options.

• Using AI agents in WhatsApp & Telegram.

• Social media automation with sub-workflows, webhooks & web scraping.

Debugging & Optimizing API Integrations

Enhance performance & error handling in n8n workflows:

• Debugging strategies for error-free n8n automations.

• Connecting Flowise AI agents with webhooks & Google Sheets.

• Extending n8n with Flowise & JavaScript custom tools.

MCP Quickstart: Build Smarter AI Agents with Model Context Protocol

Learn to integrate MCP into your n8n workflows:

• What MCP is and how Server & Client interact

• Hosting AI agents with Clade Desktop and MCP

• Using MCP Server & Host directly inside n8n

Building a Business with AI Automation & AI Agents

Leverage your skills to create a profitable AI automation business:

• Selling automations & AI agents as services.

• Developing market-ready RAG bots for lead generation & website integration.

• Marketing strategies for successfully selling AI solutions.

Optimizing RAG Chatbots: Data Quality & Chunking

Improve AI responses with optimized data strategies:

• Chunk size, overlap & data quality for better chatbot performance.

• Using Firecrawl for web data extraction in Markdown format.

• LlamaIndex & LlamaParse for data preprocessing in Google Colab.

Security, Privacy & Ethical Considerations

Protect your AI agents & ensure GDPR compliance:

• Understanding & preventing jailbreaks, prompt injections & data poisoning.

• Ensuring copyright & data protection for AI-generated content.

• Key legal frameworks: EU AI Act & more

Additionally, you'll gain access to 29 ready-to-use JSON workflows, available for download to streamline your learning experience and accelerate implementation.

Become an Expert in AI Agents & Automation!

After this course, you will have a deep understanding of AI automation, n8n, LLMs & RAG and be able to develop, optimize, and deploy powerful AI agents for business applications.

Sign up now and step into the future of AI automation!