Moving Past the Chatbot: Orchestrating Autonomous Workflows in the Real Enterprise
Last month, I sat in a steering committee meeting where a senior stakeholder asked why we couldn't just give our new LLM project 'write access' to our ERP and Salesforce instances. The logic was simple: if the AI can write a polite email, why can't it just fix the shipping delay or update a lead status directly? My answer was a polite version of 'because I don’t want to be looking for a new job when an unconstrained model decides to hallucinate a 90% discount for every customer in the database.' In real projects, the jump from a 'chat-over-your-docs' RAG (Retrieval-Augmented Generation) pattern to an autonomous workflow—what people are starting to call 'agentic' behavior—is where most enterprise architectures fall apart. We’re moving away from users typing into a box and toward a middle layer where models are given a set of tools (APIs) and the autonomy to decide which one to call and when. This isn't about sci-fi AI; it’s about stateful or...