Moving Beyond the Chatbot: Architecting Real-World Agentic Workflows
Last month, I was sitting in a post-mortem for a high-profile GenAI project. We had built a polished, RAG-based 'Knowledge Assistant' for the procurement team. It could summarize contracts and answer policy questions with 95% accuracy. But the feedback from the business was lukewarm. One lead buyer put it bluntly: 'It’s great that it can tell me our late-delivery penalty is 2%, but I still have to manually log into SAP, find the vendor, and trigger the credit note myself. Why can't the AI just do its job?' This is the wall most enterprise architects are hitting right now. We spent 2024 and 2025 figuring out how to get LLMs to stop hallucinating about PDFs. In 2026, that’s no longer the benchmark. The shift is moving from 'AI-Assisted' (read-only) to 'Agentic Orchestration' (read-write). We aren't just building bots that talk; we are building systems that use tools, call APIs, and execute multi-step logic across cloud environments. In real pro...