Supply Demand Optimization (APS & S&OP)

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App designed to support advanced S&OP (Sales and Operations Planning) and APS (Advance Planning & Scheduling) challenges. Solution allows business to determines a detailed production plan and the distribution plan across a complex network and inventory at the finished goods level. This app integrated native Gurobi optimization within the Anaplan platform.
End to End Analytics will work with customer to enable customer specific constraints and optimization requirements. Solution can take into consideration complex variables and business objectives based on industry and customer specific needs.
Please contact us w/ further questions



Plant, Line and DC Level Optimization
  • Recommended supply at DC level to cover forecasted sales and safety stock.
Flexible Time Horizons
  • Time horizon (flexible) is between 10 and 52 weeks, helping tactical and strategical company decisions. Can be adjusted to cover the lead times of the operations (distribution lead times, MRP lead times, etc.)
Gurobi Based Mathematical Optimization
  • APS uses mathematical optimization (via Gurobi imbedded engine) to determine the best solution. Optimization variables can be adjusted to suit the customers needs. Sample app solves the optimal production plan by [production line]/[plant]/[SKU] by each week and optimizes on service level & profit (minimizing lost sales).
Configurable Constraints & Considerations
  • Detailed Considerations/Constraints:
    • Production not sourced by plant is considered as lost sales
    • Objective function attempts to minimize the total lost sales value
    • Optimal plans guarantees feasibility (line capacity and warehouse capacity)


3 MB
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End to End Analytics

End-to-End Analytics is an analytics consulting firm based in California with office globally. The firm was founded in 2005 on the premise that most organizations struggle to take full advantage of the opportunities presented by the exponential growth of data and its accessibility. End-to-End helps its clients make better data-driven decisions, generating significant value in the process. End-to-End solves complex business challenges by providing the appropriate balance of management consulting, analytics, and technology. From supply chain & operations to sales & marketing, pricing & promotion, human resources and big data solutions, our consultants deliver actionable answers in the form of higher profitability, higher productivity, higher revenue, better revenue prediction and better asset and resource utilization.


End to End Analytics

2595 E. Bayshore Rd.

Palo Alto, CA 94303

United States