← Home/Agent library/Live demo · Industrial Operations

Industrial Operations Agent
in action.

See how the agent detects and handles a machine incident in real time — diagnosis, emergency procedure, team alert — in 30 seconds flat.

Agent active · Production🏭 Michelin Clermont-Ferrand⚡ IoT Monitoring 24/7🔒 LOOP™ Orange zone
Definition

The Industrial Operations Agent is a Claude agent that monitors production using machine and sensor data: it detects incidents, suggests a diagnosis, triggers the right procedure and alerts the relevant teams. It also helps anticipate breakdowns. Any action that affects the production line requires an operator's approval, under LOOP™.

Under the hood

How the agent works

The agent works with operators, maintenance teams and production managers. It continuously watches what no team can follow by eye, and every decision that affects the line stays with people. It connects to your industrial systems through the MCP protocol and starts with an observation phase before it is trusted with any action.

01

What it takes in

Data from your machines and sensors (temperatures, pressures, vibrations, throughput), monitoring alerts, incident and intervention history, emergency procedures and maintenance plans. It connects to your existing systems, such as the MES, the CMMS and supervision tools, without replacing them and under your access controls.

02

What it does

It monitors signals continuously and spots drifts before they turn into breakdowns. When an alert fires, it cross-checks the readings against history to suggest a likely cause, finds the right procedure and notifies the right people. It also acts as a memory: it updates procedures based on feedback from interventions.

03

What it hands back

A diagnosis the operator can read, the procedure to follow, a maintenance ticket already filled in and, for predictive maintenance, a list of equipment to watch with the signals that justify stepping in. What experienced technicians know ends up in the procedures instead of staying in their heads.

Who decides what

Green zone · the agent acts alone

Monitoring signals, diagnosing, creating tickets and sending emergency procedures. The agent informs and prepares, without acting on the machines.

Orange zone · a human approves first

Any action that affects production, such as stopping a machine, changing a setting or scheduling an intervention. The operator or line manager approves before it happens.

Red zone · the agent stops and escalates

A risk to people's safety or a situation the agent cannot interpret. It alerts the on-call team immediately and takes no action on its own.

Three typical situations

01

A press overheating

A machine's temperature climbs above normal. The agent identifies the likely cause, sends the emergency procedure to the operator and creates the matching maintenance ticket.

02

Predictive maintenance

A conveyor's vibrations are slowly increasing. The agent spots the trend before the breakdown and proposes an intervention when it will disrupt production the least.

03

Updating a procedure

A technician has found a better way to handle an incident. The agent works that feedback into the procedure, which is reviewed and then shared with every team.

01What it takes in

Data from your machines and sensors (temperatures, pressures, vibrations, throughput), monitoring alerts, incident and intervention history, emergency procedures and maintenance plans. It connects to your existing systems, such as the MES, the CMMS and supervision tools, without replacing them and under your access controls.

02What it does

It monitors signals continuously and spots drifts before they turn into breakdowns. When an alert fires, it cross-checks the readings against history to suggest a likely cause, finds the right procedure and notifies the right people. It also acts as a memory: it updates procedures based on feedback from interventions.

03What it hands back

A diagnosis the operator can read, the procedure to follow, a maintenance ticket already filled in and, for predictive maintenance, a list of equipment to watch with the signals that justify stepping in. What experienced technicians know ends up in the procedures instead of staying in their heads.

Who decides what
Green zone · the agent acts alone

Monitoring signals, diagnosing, creating tickets and sending emergency procedures. The agent informs and prepares, without acting on the machines.

Orange zone · a human approves first

Any action that affects production, such as stopping a machine, changing a setting or scheduling an intervention. The operator or line manager approves before it happens.

Red zone · the agent stops and escalates

A risk to people's safety or a situation the agent cannot interpret. It alerts the on-call team immediately and takes no action on its own.

Three typical situations
01
A press overheating

A machine's temperature climbs above normal. The agent identifies the likely cause, sends the emergency procedure to the operator and creates the matching maintenance ticket.

02
Predictive maintenance

A conveyor's vibrations are slowly increasing. The agent spots the trend before the breakdown and proposes an intervention when it will disrupt production the least.

03
Updating a procedure

A technician has found a better way to handle an incident. The agent works that feedback into the procedure, which is reviewed and then shared with every team.

Documented ROI · Sourced figures

Results in production.

Deployed at Michelin, the Industrial Operations Agent monitors 247 machines continuously — incident diagnosis, emergency procedures, predictive maintenance.

−80%reduction in operational escalations
Michelin Clermont 2025
−65%reduction in machine incident diagnosis time
vs. human intervention alone
99.7%24/7 monitoring availability — zero blind spot
Zero blind spot
On requestdeployment time to production
Claude Ops Methodology
−80%
reduction in operational escalations
Michelin Clermont 2025
−65%
reduction in machine incident diagnosis time
vs. human intervention alone
99.7%
24/7 monitoring availability — zero blind spot
Zero blind spot
On request
deployment time to production
Claude Ops Methodology
Frequently asked questions

Industrial operations agent: your questions.

What does the industrial operations agent do?
It monitors production, anticipates failures (predictive maintenance) and supports quality steering, using your machine and sensor data.
How do you deploy it safely on production?
In shadow mode (observation) then canary (limited scope) before scaling, framed by LOOP™ — never putting a critical process at risk.
How does it integrate with our industrial systems?
Through MCP it connects to your ERP, MES and supervision tools, under your access controls — without replacing your industrial IS.
What gains can we expect?
Fewer unplanned stops, better quality, anticipated incidents. Metrics defined during Claude Ignite scoping.
What data does the agent rely on?
Your machine and sensor data, incident history, intervention procedures and maintenance plans. The agent connects to them through the MCP protocol and starts in observation mode, so the quality of its diagnoses can be checked before it is trusted with any action.
By function

Functions that use this agent

Ready to deploy this
agent for your team?

30 minutes to validate feasibility on your processes. No slides, no pitch — a concrete conversation.

Identify my use case →See Claude Ops →