impact AI chicago

November 17, 2026

Real-World Al. Real Business Impact.

Sales, Inventory & Operations Planning (SIOP)

Sales Inventory and Operations Planning connects customer demand with the capacity, inventory, resources, and supply required to deliver it. Implementation Engineers designs and implements SIOP processes that create one integrated plan across sales, operations, supply chain, and finance, giving leadership greater visibility into demand, constraints, risks, and the decisions required to achieve business objectives.

We go beyond designing an SIOP framework. IE implements the processes, planning tools, KPIs, meeting cadence, roles, decision rights, and management routines required to make SIOP part of how the organization operates. The result is a repeatable process for balancing demand and supply, proactively addressing gaps, and making better decisions about production, inventory, capacity, and resources.

What We Implement

Demand Planning & Forecasting

Create a more reliable view of future customer demand.

IE establishes structured demand-planning processes that combine sales forecasts, historical demand, market inputs, customer requirements, and business assumptions into a common demand plan.

We implement forecasting tools and metrics such as forecast accuracy, Mean Absolute Percentage Error (MAPE), and forecast bias to identify variation, improve planning accuracy, and continuously strengthen the quality of the demand signal.

Supply & Capacity Planning

Determine whether the operation can realistically meet forecasted demand.

IE translates demand into production and resource requirements and evaluates available capacity against the plan.

We implement tools such as Rough-Cut Capacity Planning (RCCP) to identify constraints at the plant and production-line level, expose future capacity gaps, and establish realistic production plans before those constraints affect customer delivery.

Inventory Planning

Balance product availability with inventory investment.

IE establishes inventory strategies that connect demand, production capability, service requirements, and supply risk.

We define inventory targets and monitoring processes that help organizations maintain the inventory required to support customer demand while minimizing excess inventory, shortages, and unnecessary carrying costs. Inventory weeks of supply and other measures provide ongoing visibility into whether inventory remains aligned with the plan.

Scenario Planning & Gap Resolution

Identify supply-demand gaps early enough to do something about them.

IE implements structured processes for identifying discrepancies between forecasted demand and available supply, capacity, inventory, and resources.

Teams develop alternative scenarios and actionable plans to address anticipated shortfalls, constraints, and operating risks before they affect performance.

Cross-Functional SIOP Process & Governance

Create one decision-making process across functions.

SIOP requires sales, operations, supply chain, inventory, and leadership to work from a common set of assumptions and priorities.

IE defines roles and responsibilities, implements RACI accountability, and establishes a structured cross-functional meeting cadence that progresses from functional planning and review to executive SIOP decision-making.

KPIs, Planning Tools & Performance Management

Give leaders the information required to make informed decisions.

IE implements the planning tools and KPIs required to manage the SIOP process, which can include forecasting tools, production planning, capacity planning, inventory management, customer fill rate, on-time performance, forecast accuracy, inventory weeks of supply, and schedule attainment.

The objective is not simply better reporting. It is to create a common, data-driven view of performance that supports decisions and corrective action.

SIOP Sustainment

Make SIOP an ongoing management process—not a one-time planning exercise.

IE works alongside client teams through implementation and successive SIOP cycles, monitoring KPIs, identifying gaps, refining processes, and coaching stakeholders.

We establish Standard Operating Procedures, documentation, training, and ownership so the organization can continue executing and improving the SIOP process after implementation.

Why Sales, Inventory & Operations Planning Matters

Demand, Supply, Inventory, and Capacity Have to Operate From One Plan

Organizations can have sophisticated forecasting, production planning, inventory, and ERP systems and still struggle to consistently match supply with customer demand.

The problem is often alignment and decision-making.

Sales may be working from one demand expectation while operations is planning around another. Production schedules may exceed available capacity. Inventory can accumulate for products that aren’t needed while shortages occur for products customers actually want. Supply constraints may not become visible until they are already affecting production or customer delivery.

Without an integrated SIOP process, these decisions are often made independently—and leadership is left reacting to shortages, excess inventory, missed schedules, expedited costs, and changing customer requirements.

A well-implemented SIOP process creates a single cross-functional operating plan.

It gives leadership visibility into what customers are expected to need, what the organization can realistically produce and supply, what inventory is available, where constraints exist, and which decisions must be made to close the gaps.

The value of SIOP is not the monthly meeting itself. It is creating a disciplined process that allows the organization to anticipate problems, evaluate tradeoffs, and make decisions before operational and financial performance is affected.

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IX® in Action | Food Manufacturing

Implementing SIOP as Part of a Data-Driven Operational Transformation

A private equity-owned frozen novelty food manufacturer needed to better align customer demand with production capacity, inventory, and supply. The organization lacked clear visibility into its ability to meet forecasted demand, did not have an integrated inventory plan, and lacked reliable data and a structured decision-making framework for balancing demand and supply planning.

Implementation Engineers designed and implemented a comprehensive Sales, Inventory & Operations Planning (SIOP) process as part of a broader operational transformation.

The SIOP implementation included:

The SIOP work supported a larger data-driven transformation that delivered significant measurable improvements across the operation.

$5.5M​

Annualized Financial Benefits​

$2.0M​

Financial Benefits During the Project​

405K Units/Day

Line 1 Throughput — Exceeding the 400K Targe​

49%​

Improvement in Waste​

The overall transformation doubled Line 1 throughput from approximately 202,000 units per day to more than 400,000, transferred improvements to Line 2, reduced waste to 9.7%, and significantly reduced equipment downtime. The project generated $2.0 million in financial benefits during implementation and $5.5 million in annualized financial benefits.

By connecting demand, inventory, capacity, and production planning through SIOP while simultaneously improving operational execution, the organization established a more scalable, data-driven approach to meeting customer demand and supporting future growth.

Frequently Asked Questions

What is Sales, Inventory and Operations Planning?

Sales, Inventory and Operations Planning is a cross-functional process that connects customer demand with supply, inventory, production, capacity, and resources to create one integrated operating plan.

The SIOP process brings sales, operations, supply chain, inventory, and leadership together to review demand, supply, capacity, inventory, constraints, and risks, then make decisions and establish actions to close identified gaps.

SIOP expands on traditional sales and operations planning by placing greater focus on inventory, supply, capacity, and the operational decisions required to balance demand and supply across the organization.

Common SIOP KPIs include forecast accuracy, forecast bias, customer fill rate, on-time delivery, inventory weeks of supply, schedule attainment, production capacity, and supply-demand gaps.

SIOP creates a common demand signal across functions and connects demand forecasting with production, supply, capacity, and inventory planning. This helps organizations identify gaps earlier and make better inventory and supply decisions.

Implementation time depends on the organization’s planning maturity, data quality, systems, processes, and level of cross-functional alignment. A structured implementation typically includes process design, planning tools, KPIs, governance, training, and successive SIOP cycles to establish sustainable execution.

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Ready to implement a Sales Inventory and Operations Planning process that drives better demand, supply, inventory, and capacity decisions? Contact Implementation Engineers today.

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