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Industry · Production and supply chain

Contain supply disruption before it stops production.

Assess a delayed critical component against plants, production schedules and customer commitments. Compare alternative sourcing, inter-site transfers and rescheduling in one decision file.

Implementation scenario

The operational challenge

A supplier serving several plants misses a delivery. Inventory, bills of materials and open orders sit in different systems. Finding another component is insufficient: quality approval, line capacity and customer deadlines must also hold.

The business mandate

Map the delayed component to affected production orders and customers. Rank approved substitutes, stock transfers and rescheduling by total cost and stoppage risk.

From signal to verified outcome

  1. Map production exposure

    Link components to bills of materials, reservations, plant plans and customer orders; isolate uncertain records.

  2. Calculate feasible options

    Apply quality, capacity, delivery and budget constraints; include expedited freight and rescheduling costs.

  3. Coordinate the decision

    Combine procurement, production, quality and finance assessments with reasons; escalate unresolved conflicts.

  4. Track execution

    Submit approved orders or transfers; preserve state while awaiting supplier confirmation and reassess delays.

Decision and execution records

  • Impact map by plant and customer
  • Recovery plans compared against costs and constraints
  • Decision ownership, approvals and execution tracking
Explore the decision logic · technical example

Explore the decision logic · technical example

What if the cheapest offer misses the deadline?

In the runtime evaluation dated 22 September 2026, finance and operations assistants reviewed two offers over two rounds using calculated amounts.

  • Economy: USD 10,050 · 12 days
  • Express: USD 10,200 · 4 days
  • Delivery limit: 7 days · Express premium: USD 150

Express was recommended. The result record reports that the recommendation matches the calculated quote and meets the constraints. It also records that no order was placed.

This is a runtime example, not a customer case study or a general accuracy benchmark. Agreement between assistants is not sufficient evidence of correctness; the recommendation is also checked against calculated values.

Change the constraints. See the reason.

Compare the same two offers with different budgets and deadlines. This interactive example applies price and delivery rules; it does not start a new AI run or place an order.

Change the constraints. See the reason.
OfferTotalDeliveryAssessment
Economy$10,05012 daysArrives too late
Express$10,2004 daysMeets both conditions
Recommended offer

Express

The lowest total among offers that meet both budget and deadline.

Budget remaining: $800

Next step: the procurement owner decides.

Enterprise systems to connect

  • ERP/MRP bills of materials, inventory and open orders
  • MES production schedules and capacity
  • Supplier commitments and quality approvals

Operational success measures

  • Time from disruption to approved plan
  • Production exposure and on-time delivery
  • Incremental freight/purchasing costs and recurring exceptions

Products behind this scenario

Illustrative solution designs, not customer results. System adapters, data access, approval rules and capacity are validated for the agreed deployment; measures shown are evaluation criteria, not performance promises.

Industry · Production and supply chain

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Contain supply disruption before it stops production. | Mindtro | Intelligence, Engineered