Procurement Elevates Governance Over Agent Orchestration

Jon W. Hansen argues in Procurement Insights that enterprise multi-agent frameworks like CrewAI, LangGraph, AutoGen and OpenAI Agents are powerful but insufficient without governance. He describes his RAM 2025 methodology and two 2025–2026 cases showing hallucinations and fabricated provenance, emphasizing human-led governance layers, provenance verification, and escalation thresholds. The piece warns enterprises to prioritize governance and readiness before automating procurement decisions.