Beyond the Chatbot: Engineering Real-World Agentic Workflows for the Enterprise
Last year, I spent three months helping a logistics client roll out a 'Copilot' for their procurement team. On paper, it was a success. We built a clean RAG (Retrieval-Augmented Generation) pipeline that indexed their supplier contracts and shipping policies. The users could ask, 'What is the penalty for a two-day delay with Vendor X?' and get a citation in seconds. But by month four, the feedback was blunt: 'The tool tells me I need to file a claim, but then I still have to log into three different legacy systems to actually do it. Why can’t the AI just file the claim?' This is the wall most enterprises are hitting right now. We’ve spent two years building 'assistants' that just talk. The real value—and the hard engineering work—is in building 'agents' that actually act. By 2026, we won't be talking about chatbots; we’ll be managing ecosystems where autonomous workflows move between systems, making operational decisions within guardrails. ...