Buyer-grade demos versus enterprise requirements spanning policy, evaluation harnesses, and the human handoffs that make autonomous workflows trustworthy.
Agentic workflows (systems that plan, call tools, and act across steps) are moving from conference keynotes into pilot budgets. The gap between a polished demo and an enterprise deployment is policy for what an agent may do, what requires approval, and how you detect when it is confidently wrong.
What is real today are bounded agents such as returns processing with inventory checks, B2B reorder suggestions with human sign-off, and internal copilots that draft but do not send. Each pattern shares evaluation harnesses, structured logging, and rollback paths when tool calls fail.
Buyers should demand red-team results, cost-per-task estimates at production volume, and explicit escalation design, not roadmap promises. The organizations shipping agentic commerce this quarter treat autonomy as a dial, not a switch.
Radiantze Engineering Rule
Technology architecture only succeeds when governance, cost discipline, and operational telemetry are treated as day-one delivery requirements.