Puls8 Replan Case Study

Global Snack Manufacturer Automates Production Planning with Puls8 Replan

AI Planning Improves Inventory Control, Material Stability, and Production Visibility

OverView

Company A (name withheld for confidentiality) is one of the world’s leading snack manufacturers, operating across Europe and globally with a large portfolio of well-known brands.

As the company expanded its product assortment and production complexity, aligning manufacturing output with demand became increasingly difficult. Multi-step production processes, manual planning workflows, and inventory risks created inefficiencies that limited operational agility.

To improve planning precision and operational visibility, the company partnered with Demand Chain AI to implement Puls8 Replan, an advanced planning platform designed for complex food manufacturing environments.

Key Results
Manual planning replaced with automated production scheduling
16-week optimized planning horizon
Greater visibility across demand and production alignment
Improved stability in raw and packaging material planning

The Challenge

Complex Multi-Step Production

Snack production requires precise synchronization across multiple stages including frying, seasoning, bagging, and packing.

Each step operates with different run lengths, minimum lot sizes, and operational constraints, making it extremely difficult to coordinate production schedules manually.

Manual Planning Limitations

Despite investments in enterprise systems, planners still relied heavily on manual scheduling processes. Weekly and daily production plans were created manually, limiting planning visibility beyond the near term and reducing the ability to optimize production flow.

Inventory and Shelf-Life Risk

Because planners lacked confidence in long-term planning visibility, excess inventory was often used as a buffer against uncertainty.

In a category where freshness is critical, this increased the risk of product obsolescence.

Material Planning Instability

Without stable production plans, it was difficult to ensure that packaging and raw materials were available at the right time.

This created the risk of both shortages and excess inventory across packaging components.

The Solution

Demand Chain AI implemented Puls8 Replan, creating a digital twin of the company’s production environment to replicate real operational constraints.

The pilot deployment covered:

  • 6 production lines

  • 300 production resources

  • 500 SKUs

This digital model allowed the system to simulate production constraints, material dependencies, and lot size requirements while generating optimized production plans.

Key Capabilities Implemented

Complex Multi-Step Production

Puls8 Replan automatically generated optimized production schedules across a 16-week planning horizon, replacing labor-intensive manual planning.

Scenario Modeling

Planners gained the ability to evaluate operational scenarios such as:

  • Equipment downtime
  • New production assets
  • Promotional demand spikes


This allowed planners to quickly assess the operational impact of potential changes.

Minimum Lot Size Optimization

The system ensured that constraints across each stage of production were respected while aligning output with demand forecasts and inventory targets.

Stabilized Material Planning

By generating more stable production plans, Puls8 Replan provided more reliable inputs for Material Requirements Planning (MRP), improving packaging and raw material planning accuracy.

Implementation

Demand Chain AI deployed Puls8 Replan through a pilot project designed to validate the solution in a complex manufacturing environment.

The digital twin captured machine-level constraints, operational dependencies, and lot size requirements, enabling accurate modeling of real production conditions.

Within the pilot environment, planners were able to move from manual scheduling to automated planning workflows.

Results

The pilot demonstrated significant improvements in planning efficiency and operational visibility.

Automated Planning

A previously manual and time-intensive planning process was fully automated, allowing planners to focus on higher-value strategic decisions.

Extended Planning Visibility

Planners gained reliable visibility across the full 16-week demand horizon, improving confidence in production and inventory decisions.

Improved Material Planning

More stable production schedules improved packaging and raw material planning, reducing the risk of shortages or excess materials.

Business Impact

By implementing Puls8 Replan, the company significantly modernized its planning process.

The system successfully handled complex, multi-step snack manufacturing while improving operational stability and planning efficiency.

Following the success of the pilot, the organization is preparing to expand the deployment across one of its most complex production areas in Europe—unlocking greater agility, reducing waste, and improving service levels across its supply chain.

Key Takaways

  • Manual planning replaced with a 16-week automated planning process
  • End-to-end production visibility significantly improved
  • Material planning stabilized, ensuring the right packaging materials are available when needed
  • Scenario modeling enables rapid evaluation of operational changes

Turn Supply Complexity Into Competitive Advantage

Puls8 gives you the intelligence to respond in real time, optimize operations, and build a more agile, resilient supply chain.