Start with a defined trigger
A planning owner selects an approved forecast version for comparison.
Supply chain planning
Demand Planning Commentary:
Demand Planning Commentary:
the workflow in practice.
Forecast revision-to-review commentary
FROM INPUT TO HANDOFFA clear job
Explore the architecture behind the pattern ↗
A clear job
for every step.
This is a proposed workflow pattern. We confirm data access, permissions, integration options and review ownership with your team before implementation.
Do not generate an explanation simply because a number changed. Forecast uncertainty must remain visible.
Assemble the right context
Collect forecast versions, agreed metric definitions, documented promotions and known supply or customer changes.
Perform the bounded task
Summarize material differences and connect explanations only where supporting evidence exists.
Review before taking action
Planners verify calculations and commercial owners confirm the assumptions attributed to them.
Deliver and record the result
Publish accepted commentary with the exact forecast version and record outstanding decisions.
Build an improvement loop
around real work.
Measure unsupported explanations, version mismatches, missing assumptions and review preparation time.
Keep the input, relevant context, review decision and final result connected. When a reviewer corrects something, use that evidence to improve the instructions or integration, then validate the change against representative cases.
CHOOSE THE RIGHT SUPPORTBuild it. Build with us.
Build it. Build with us.
Or have us manage it.
The workflow stays centered on your business. The engagement determines who learns, implements and operates it.
Your team owns the build.
Start with AI workflow training and the Factory Line source package. Workshop support is available when you need feedback.
Explore the $2,500 package ↗Work through it together.
Get everything in DIY, three months of workshops, weekly team sessions and direct implementation coaching.
Explore guided implementation ↗We manage the foundation.
Include all the learning and guidance, with ownership of agreed operations and major implementation decisions.
Explore managed delivery ↗CONNECTED OPPORTUNITIES
Replenishment Review Preparation
Prepare purchasing questions from stock position, demand assumptions and supplier constraints.
Explore this solution ↗START WITH YOUR WORKWhere is your team
Where is your team
doing too much by hand?
Bring a process, a bottleneck, or an idea. We'll help you decide what to automate, what to keep under human review, and where to begin.