Home / AI agents
Neuclon OS · AI agents
From plant data to action, with people in control.
Once your team trusts the data, Neuclon OS puts AI agents to work on the operation. They take on the repetitive monitoring and adjusting, act within limits your engineers approve, and log every action, so your experts spend their time on the decisions that matter.
What the agents do
| Use case | What the agent does | Outcome | Human control |
|---|---|---|---|
| Production scheduling | Re-sequences jobs when a machine goes down, material is late or a rush order arrives | Throughput, on-time delivery | Planner reviews and releases |
| CNC optimization | Detects tool wear or drift and adjusts feeds, speeds or offsets within approved limits | Quality, cost | Operator approves changes outside preset limits |
| Labor and staffing | Flags shifts at risk of missing output targets and suggests staffing moves | Productivity, overtime | Supervisor decides |
| Predictive maintenance | Predicts failures, opens work orders and reserves parts | Uptime, cost | Maintenance planner approves |
| Plant safety | Watches sensor and camera data for hazards and near misses; alerts and escalates | Incidents, compliance | Certified safety systems always have the final say |
| In-process quality | Spots defect trends, holds suspect lots, suggests root causes | Quality | Quality engineer releases holds |
Rules every agent follows
- Human approval by default. Autonomy expands only after a measured track record on each use case.
- Agents act only within limits set and signed off by your engineers.
- Agents never bypass or replace safety systems, interlocks or emergency stops.
- Every action is logged with the data behind it and can be rolled back.
- Plant network access follows your cybersecurity standards, read-only by default.