Maintenance

Predict failures & schedule repairs

IndustrialsOperationsRisk
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What it does

  • Predicts equipment failures before they happen
  • Schedules repairs around production
  • Surfaces the parts and crew needed

How it works

  1. 1Streams sensor and maintenance data
  2. 2Predicts failure windows
  3. 3Schedules the work order

Works with

Skills

  • Failure prediction
  • Work-order scheduling
Deployment contract

What goes in, what comes out, and where people review.

Inputs

The systems and standard your team chooses

  • Runbook, source material, and definition of done
  • Records from SAP, ServiceNow, Slack
Outputs

A finished artifact with its work attached

  • Predicts equipment failures before they happen
  • Schedules repairs around production
Approvals

Human control at the steps that matter

Route exceptions and controlled actions to the designated reviewer before anything is committed.

Evals

Quality measured against your rubric

Score completed runs against accepted examples and task-specific criteria. Review failures with the source trace before changing the runbook or model.

Example result

The result is reviewable, not a black box.

A completed run keeps the task, sources, actions, approvals, and eval result together. Open any step to inspect what happened or send it back with a correction.

RUN
Maintenance
Ready for review
  1. Streams sensor and maintenance data
    Source trace saved
  2. Predicts failure windows
    Source trace saved
  3. Schedules the work order
    Output prepared
Rubric score, sources, and action log travel with the result

Related agents

Quality controlSPC & corrective actionsIndustrialsSafety monitoringIncident tracking & preventionIndustrials

Deploy in days, not months.

Request demo