Real-World Agentic Workflows: Moving Beyond Chatbots to Orchestrated Action
The Reality Check: Why Your RAG Chatbot Isn't Enough Last year, I sat through dozens of demos where teams showed off RAG (Retrieval-Augmented Generation) chatbots. They were proud that the bot could 'read' a PDF and answer a question. But when the business stakeholders asked, 'Can it actually update the shipment status in SAP?' or 'Can it reconcile this invoice discrepancy automatically?', the room went quiet. The truth is, a chatbot is just a fancy UI. In a real enterprise environment, answering questions is the easy part. Performing actions across legacy systems, cloud APIs, and complex business logic is where the real work happens. As we head toward 2026, the focus is shifting from 'AI-integrated' UI to 'Agentic Workflows.' We aren't just building tools that talk; we are building systems that act. In my experience, the jump from a simple LLM call to a multi-agent orchestration is a massive architectural leap that most teams underes...