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Scheduling in High-Mix Low-Volume Manufacturing: Why Rules Break

High-mix low-volume manufacturing scheduling is one of the harder operational problems in industry. ERP scheduling modules are built for repetitive production. Custom rules break under complexity.

  • High-mix, low-volume manufacturing creates combinatorial complexity for ERP systems.
  • Traditional ERP rules fail to optimise scheduling in dynamic environments.
  • AI scheduling techniques show promise with 10-20% setup time reduction.

Predictive Maintenance: The Gap Between the Pilot and Production

Predictive maintenance pilots succeed regularly. Production deployments are harder. The difference is usually not the model — it is asset coverage, alert fatigue, maintenance workflow integration, and…

  • Predictive maintenance succeeds in pilots but fails in full-scale production
  • Gap arises from asset coverage, alert fatigue, and trust issues
  • Success hinges on targeted asset selection, alert management, and workflow integration

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