Everything you've used so far (ChatGPT, Claude, Gemini) works like a vending machine. You ask, it answers. You upload, it analyses. Nothing happens until you press the button.
The next wave doesn't wait for the button.
In March 2026, Deloitte measured "agentic AI" adoption in manufacturing at 24%, four times the year before. Samsung says it will put agents across all of its manufacturing operations, including quality, scheduling and logistics. It's no longer a LinkedIn buzzword. It now shows up in procurement questionnaires.
Answering vs acting
| Capability | Chat AI (What You Know) | Agentic AI (What's Coming) |
|---|---|---|
| Maintenance | You ask: "When should I service Machine 5?" | AI monitors sensors, drafts repair plan, schedules the team |
| Inventory | You ask: "Am I running low on material X?" | AI detects shortfall, triggers reorder, adjusts production plan |
| Quality | You upload inspection data for analysis | AI monitors real-time defect rates, flags anomalies, pauses the line |
| Scheduling | You ask for optimised schedule suggestions | AI reschedules production when a machine goes down — automatically |
The difference in one word is orchestration. An agent connects your ERP, your MES and your quality data, then moves toward a goal you set on its own.
What it would look like in a shop like ours
Picture an agent watching WIP data in real time. Customer A's lot volume slides 30% across three months. The agent cross-checks revenue, checks the NPI rate, and lands a note on the BD manager's desk with a recommended plan before anyone thought to ask. Every piece of that chain already exists in separate tools. The agent is just the wiring.
The risks vendors skip
Gartner expects over 40% of agentic AI projects to be cancelled by the end of 2027 because of rising costs, unclear value and weak risk controls. And there are already reports of agents deleting emails nobody asked them to touch, and taking actions nobody authorised.
So my position is boring and firm: the agent acts and a human approves, the agent recommends and a human decides. An autopilot is a wonderful thing, but you still don't board a plane with an empty cockpit. Autonomy without accountability is expensive chaos with good marketing.
