Self-built AI automation demo using n8n and LLMs to handle common e-commerce support requests. The workflow combines external REST API lookups, RAG-based policy retrieval, session memory, structured validation, retry handling, execution logging, and failure alerts. Built with a production-oriented approach where AI handles language understanding while deterministic workflow logic handles validation and system actions.