Claude Partner NetworkOfficial Anthropic partnerOperations · Assets & Maintenance

Predictive Maintenance Agent

Reads sensor data and failure history to anticipate breakdowns, suggest the intervention window and open the maintenance order before downtime.

Autonomy level 2 · CopilotAll industriesRolled out with Luby governance
In short

What the Predictive Maintenance Agent is.

The Predictive Maintenance Agent is a Luby AI agent for Operations, built for companies in any industry. Reads sensor data and failure history to anticipate breakdowns, suggest the intervention window and open the maintenance order before downtime. It runs at autonomy level 2 (copilot): prepares the complete action and a person confirms every run.

How it works

From request to result, step by step.

An illustration of how the agent works. In a project, each step is designed around your process and your systems.

Inputs
Asset sensors / telemetry
Failure and maintenance history
Predictive Maintenance Agent
  1. 1Collects sensor data and failure history
  2. 2Detects abnormal patterns and estimates risk
  3. 3Recommends the intervention window
  4. 4Opens the maintenance order for approval
Guardrails · decision log · approval limits
Human in the loop
Human approvalconfirms every run
Outcomes
Failure risk by asset
Suggested maintenance order
Pain points it solves

Where this agent makes a difference.

Plastics & Packaging

Unplanned press downtime

Mold and press failures stop lines that were already running at capacity.

Waste & Environmental Services

Truck downtime

A broken truck means overtime for the rest of the fleet.

Glass, Ceramics & Stone

Furnace and kiln utilization

Unplanned stops cost a full cycle of output.

Rubber & Plastic Components

Mold maintenance

Molds are serviced after they fail, not before.

Business outcomes

What changes in your operation.

Outcome

Less unplanned downtime

Outcome

Longer asset life

Outcome

Expensive emergency repairs avoided

Where it applies

Industries

All industries

Departments

Level 2 · Copilot. Prepares the complete action and a person confirms every run.

Every decision is logged with evidence, there are approval limits and the agent can be paused at any time. See also the technical foundation behind the agents.

Related

Agents that work together.

Operations · Assets & Maintenance

Grid Asset Inspection Agent

Analyzes inspection imagery of lines, substations and plants (drone, thermal, field) to prioritize work by risk.

Energy & UtilitiesAutonomy 2 · Copilot
Learn more →
Operations · Assets & Maintenance

Fleet Management & Telematics Agent

Reads telematics and maintenance history to anticipate vehicle downtime and improve fuel use and driving behavior.

Logistics & TransportationAutonomy 2 · Copilot
Learn more →
FAQ

Questions about the Predictive Maintenance Agent.

What does the Predictive Maintenance Agent do?

Reads sensor data and failure history to anticipate breakdowns, suggest the intervention window and open the maintenance order before downtime. Steps: collects sensor data and failure history; detects abnormal patterns and estimates risk; recommends the intervention window; opens the maintenance order for approval.

Does the Predictive Maintenance Agent replace people?

It isn't designed to. It runs at autonomy level 2 (copilot): Prepares the complete action and a person confirms every run. High-impact decisions stay with your team, with approval limits, an audit trail and an immediate kill switch.

What results does the Predictive Maintenance Agent deliver?

Less unplanned downtime; Longer asset life; Expensive emergency repairs avoided.

Which industries does the Predictive Maintenance Agent apply to?

Companies in any industry, in Operations.

Talk to an AI architect

Could the Predictive Maintenance Agent work in your company?

Tell us where it would run. An AI architect checks the fit with your process and systems and sends you the top opportunities.

  • 1
    A senior architect, not an SDR30 minutes with someone who has shipped agents to production.
  • 2
    Your top 3 agent opportunitiesRanked by payback, with the systems and approvals each one needs.
  • 3
    No commitmentYou keep the shortlist whether or not you work with Luby.

Companies that trust Luby

  • Toyota
  • PwC
  • Siemens
  • Bridgestone
  • LexisNexis
  • Sunwest Bank
  • Papaya
  • Foxtrot
  • Usend
  • Inter&Co
  • Abbiamo