Functional MVP / internal validation

Connect purchasing, consumption, labor, and tool economicsto the real operating context.

Reduce repetitive input, normalize resource use by production, and surface abnormal cost movement early.

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Operations Intelligence

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Operations Intelligence architecture

Functional MVP

Procurement Intelligence

Extract item, specification, quantity, UOM, and context from free-text mail or chat; present candidates with confidence and reason; export confirmed items only to the existing request template.

  • No silent 1EA default for missing quantity
  • No auto-confirm on conflicting specifications
  • No arbitrary conversion of unknown pack units
  • Quantity / use-location split
  • Confirmed-only template export

Functional MVP

Resource Economics

Combine Tool, Consumable, and Labor events as Tracked Operational Cost and normalize them by production and running time.

  • Cost / Production EA
  • Cost / Good EA
  • Man-hour / 1,000 EA
  • Consumption / 1,000 EA
  • Consumption / running hour

MVP candidate detection

Cost / Consumption Anomaly

Use Rolling Median + MAD and EWMA to surface anomaly candidates. This is not completed predictive-maintenance root-cause reasoning.

  • Rolling Median + MAD
  • EWMA
  • Production-normalized candidates
  • Human review remains required

Prototype

Manufacturing Control Shell

An upper shell with shared Factory, Group, and Period context plus module launch and aggregation. It is not a completed Control Tower.

  • Real-time ERP/MES connectors pending
  • Live inventory / budget / supplier / forecasting pending
  • Maintenance correlation and full Quality adapter pending

Public scope boundary

Tracked Operational Cost covers the currently connected tool, consumable, and labor cost events. It is not full manufacturing or accounting cost across Material, Energy, Maintenance, and Outsource.