Workflow blueprint

Demand forecasting becomes useful when assumptions and misses remain visible

A governed scenario notebook, not future truth, causal proof, statistical certification, service-level optimisation or an automatic purchase engine.

Define each item-location series, source snapshot, exclusions, calendar effects, unusual events, scenario drivers, horizon, validation view, override and approved planning transfer.

TL;DR — Define each item-location series, source snapshot, exclusions, calendar effects, unusual events, scenario drivers, horizon, validation view, override and approved planning transfer.
1

Define the series and planning question

Name item, location, interval, unit, history window, source refresh and the decision the forecast should inform.

2

Declare drivers and data exceptions

Record missing periods, promotions, calendar effects, unusual events, exclusions and their accountable sources.

3

Compare scenarios through error and bias

Show held-out misses, signed error, horizon and uncertainty before selecting a planning version.

4

Version overrides and planning transfer

Preserve the unchanged model output beside override reason, owner, expiry and the quantity sent for replenishment review.

Page-specific decision aid

A demand series, driver, assumption, scenario, error, bias, override and replenishment handoff notebook

The notebook compares baseline, promotional and capacity-constrained scenarios for a seasonal beverage line. Each view uses the same dated history, reveals different declared drivers, compares signed misses and retains a time-bounded planner override beside the unmodified output.

  • A projection is not guaranteed demand.
  • A small aggregate error can hide bias.
  • A planning quantity is not an executed order.
Scope first

What Codeblix would confirm before implementation

This page is an operational blueprint. The final workflow, screens, permissions and integrations depend on your current process and agreed implementation scope.

  • Every forecast binds to a historical source snapshot
  • Uncertainty remains visible beside point values
  • Overrides preserve original output and responsible owner
  • Model validity causality confidence service levels sales purchasing and production outcomes excluded

Use the related planning tools

Run the operational calculation, save the result in the URL and share it with your team.

Map this workflow to your operation

Tell Codeblix how work moves today. We will confirm the practical scope before proposing an implementation.

Discuss your workflow