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Case Study Library

Stories from the plant floor, built for operators

Filter by industry and outcomes to quickly find relevant proof points, then open each detailed case study for full context and implementation detail.

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Food manufacturing
Arnotts logo

Reducing Unplanned Downtime Across Multi-Site Food Manufacturing with Predictive Maintenance

Two high-throughput food manufacturing sites used Factory AI to detect faults earlier, plan maintenance windows, and avoid expensive downtime events.

  • ~80 predictive alerts in 12 months
  • ~$500,000 avoided downtime
  • ~$21,000 monthly savings per site
Downtime reductionCost savingsPredictive alertsMulti-site operations
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Food manufacturing
Darrell Lea logo

Reducing Unplanned Downtime by 15% with Predictive Maintenance

Darrell Lea modernised maintenance with continuous condition monitoring to cut downtime and scale reliability without adding maintenance headcount.

  • 15% downtime reduction
  • Manual inspections reduced
  • Scaled without added headcount
Downtime reductionNo added headcountOperational efficiencyContinuous production
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