The Death of Passive Chatbots: Multi-Agent AI Workforces in Enterprise Operations
Why standard conversational chatbots fail in production, and how deterministic multi-agent architectures (LangChain, n8n, CrewAI) autonomously execute complex PO extraction, multi-level vendor reconciliations, and exception routing with zero human lag.