Inventory Optimization · Forecast to Action

A demand forecast is not an inventory decision.

Use forecast distributions, lead times, service targets and operating constraints to decide what to reorder, allocate or hold and where.

Questions this decision model answers

Start with the commercial or operational choice.

Reorder

What should we reorder and when?

Use expected demand, lead time and uncertainty to decide reorder timing and quantity.

Allocation

Where should scarce stock go?

Prioritise locations, channels or customers when available inventory cannot satisfy every forecast.

Service

How much safety stock is justified?

Balance service targets against inventory cost and the cost of stockouts.

Exception

Which SKUs need attention now?

Rank inventory exceptions by expected business consequence rather than presenting another long alert list.

From data to decision

Connect demand uncertainty to an executable stock action.

The decision layer uses the forecast as an input, then adds economics, service targets and constraints.

01 / FORECAST

Estimate demand and uncertainty

Forecast demand at the product and location level needed for the stock decision.

02 / ECONOMICS

Add cost and service objectives

Include margin, carrying cost, stockout cost, service targets and lead times where available.

03 / CONSTRAINTS

Model operating limits

Respect inventory capacity, minimum order quantities, supply limits and allocation rules.

04 / ACTION

Recommend reorder or allocation

Return the stock action, expected impact and the assumptions that drove it.

Decision boundary

The same forecast can support several different inventory decisions.

A forecast says what demand is likely to be. The inventory decision depends on service level, cost, lead time, stock position and supply constraints. That is why forecast accuracy alone does not determine the best reorder or allocation.

PREDICT

What demand is likely?

Estimate future demand and uncertainty.

CONSTRAIN

What is feasible?

Apply stock, supply, lead-time and order constraints.

OPTIMISE

What should move?

Choose reorder, allocation or safety-stock actions against the business objective.

Direct answers

Questions buyers ask about this decision.

Is inventory optimization the same as demand forecasting?

No. Forecasting estimates future demand. Inventory optimization decides what stock action to take given demand, uncertainty, service goals, costs and constraints.

Can it work at SKU-store level?

Yes, when the underlying demand and operational data are reliable enough at that level.

Can it include service-level targets and lead times?

Yes. These are central inputs when the goal is to balance stock availability against working capital and stockout risk.

What does the model return?

Typical outputs include reorder quantities, allocation priorities, safety-stock recommendations, exception rankings and expected service or economic impact.

Bring the decision, constraints and data you already have.

We will structure the model around the action your team needs to take and the evidence required to support it.