Beyond the Chat Window: Building Practical Orchestrated Tool Chains in the Enterprise
The Problem with the 'Chatbot' Phase I’ve spent the last eighteen months sitting in steering committee meetings where the primary goal was to 'put an AI wrapper' on something. You’ve probably seen the result: a basic RAG (Retrieval-Augmented Generation) setup that lets employees search the company handbook. It’s a nice-to-have, but let’s be honest—it’s not moving the needle on operational efficiency. In real projects, the novelty of a bot that can summarize a PDF wears off after about two weeks when the business realizes it hasn't actually automated a single transaction. The wall we’re hitting right now is integration. Business users don't just want to talk to their data; they want the system to actually do something. They want to say, 'Reconcile these three mismatched invoices and update the status in Oracle,' and have it happen. Moving from a passive chat interface to an active, orchestrated system—what some people are calling 'agents' but I...