Manufacturing
Agentic AI for manufacturing and plant operations
On a plant floor, AI mistakes have physical consequences. RUUT combines camera and sensor perception with reasoning over your own safety and operating rules, verifies every consequential action before it happens, and runs on-premise so footage and machine data stay on site.
The problem
What makes AI hard here
Safety observations arrive too late
Violations and near-misses are often found after the shift, from manual checks. Continuous perception can surface them while they still matter.
Signals live in separate systems
Camera events, machine telemetry and safety procedures rarely meet in one place. Reasoning across them needs a layer that sees all three.
Automation must not act blindly
Stopping a line or escalating an incident is consequential. Any automated step needs checks and, where it matters, a person's approval.
The RUUT approach
The same accountable loop, applied
Perceive, reason, verify, act — with a trace of every step.
- 01 · Perceive
VISION reads camera feeds for missing PPE, fire or intrusion; SENSE reads vibration and temperature.
- 02 · Reason
RUUT BRAIN matches observations to the site's own safety and operating rules.
- 03 · Verify
FORGE checks every proposed action and routes stop-line decisions to a supervisor.
- 04 · Act
FOREMAN alerts the right people and compiles a report at the end of every shift.
Components
What it is built from
- ActPlant safety
RUUT FOREMAN
The plant-safety agent. One clear shift-end view of violations, machine signals and observations.
- PerceiveVision
RUUT VISION
Computer vision for physical sites — PPE, fire and intrusion detection, designed for on-prem.
- PerceiveSensors
RUUT SENSE
Sensor intelligence — vibration, temperature and anomaly signals, fed straight into BRAIN.
- ComputeSovereign compute
RUUT EDGEBOX
The on-premise AI appliance that runs the whole RUUT loop inside your own walls.
FAQ
Common questions
How can AI improve plant safety without adding risk?
By keeping AI in the roles it does well — continuous observation and fast correlation — and keeping consequential actions behind verification and human approval. In the RUUT system, VISION and SENSE observe, BRAIN reasons over your rules, and FORGE checks any action before FOREMAN carries it out.
Does plant data have to leave the site?
No. The RUUT system is designed to run on-premise on RUUT EDGEBOX, close to the cameras and sensors, so footage and machine data can stay on site. Which steps, if any, use external services is decided with you during scoping.
Let's talk about your system.
No public pricing — every deployment is scoped to your data, infrastructure and risk tolerance.