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Pattern Shapes Green
Value Chain & Operations

Sales and Operations planning

Align demand and operational planning with scenario-based decision making to improve service level

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How

SHAiPE: the LTPlabs framework

  1. Set the Decision

    • Define planning scope

      product, location, time horizon

    • Clarify the decision level

      tactical or operational S&OP

    • Identify the planning objective

      balance service, cost, and capacity across the planning horizon

  2. Highlight what matters

    • Define core decision drivers

      business priorities, demand drivers and supply constraints

    • Align on strategic metrics

      service level, industrial cost, inventory levels

    • Identify key trade-offs

      service, cost, capacity

  3. Augment with AI

    • Generate integrated demand and supply scenarios, ensuring trade off are taken with an economic mindset (overall cost minimization)

    • Optimize plans, while considering constraints, policies and targets

    • Enable what-if simulations

    • Data
      Demand forecasts
      Production capacity
      Operational constraints
      Available stocks
      AI ModelOptimization module for Plan generation
      Results
      Operational plan
      Risks of shortages (overload or delay)
      Supplier needs
      Expected impact
  4. Prototype your solution

    • Run digital-twin tests against historical performance to calibrate

    • Control plans execution, ensuring the alignment and validation of process stakeholders (commercial, production, financial and supply chain)

  5. Expand to scale

    • Integrate into S&OP cycles and governance, while connecting the solution with ERP and planning systems

    • Train teams and embed new AI-process into decision routines

    • Enable continuous scenario testing and plan updates

Nutshell

What this means for your business

4pp

in service level

6,5%

in industrial costs

  • Improved service level through better alignment of demand and supply plans

  • Boosted operacional efficiency, both in improving OEE and reducing inventory and working capital

  • Faster planning cycles, with automated scenario generation, and more resilient plans

  • Improved cross-functional alignment between commercial and operational teams

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