Beyond Basic RAG: Building an Agentic Knowledge Base with n8n The ability to chat with your data has become a defining capability for modern organizations. Retrieval-Augmented Generation (RAG) made this possible by grounding AI responses in private documents and internal knowledge. However, traditional RAG architectures break down under real-world complexity. They struggle with numerical reasoning,

The UGC Video Ad AI Agent This AI-powered workflow is engineered to convert a single product image and short description into a ready-to-deploy UGC-style video ad. It coordinates multiple advanced AI systems into a single, automated creative engine — from visual understanding to final delivery. No manual editing.No creator management.No production bottlenecks. How the Automation

How the AI Agent Works (End-to-End) The workflow is engineered for reliability, quality, and speed: 1) Simple Creative Input You start with a lightweight form: Short description of the desired video Product image upload Aspect ratio selection (vertical or horizontal) No briefs. No back-and-forth. No bottlenecks. 2) Secure Asset Handling The product image is automatically

Automate Bulk Video Creation with the VEO3 & Kling 2.1 AI Agent Creating high-impact video content at scale is one of the hardest challenges in modern marketing. While AI video models like VEO3 and Kling 2.1 have unlocked unprecedented creative power, most teams still use them manually—turning a breakthrough technology into a slow, repetitive workflow.