For Demand Planners ·
What you'll accomplish
By the end of this guide, you'll have a structured demand review template — including an executive summary framework, variance commentary structure, category performance narrative, and risk/opportunity format — that you fill in with your numbers each month. S&OP presentation prep drops from 3+ hours to 45–60 minutes.
What you'll need
Before building the template, look at your last 2–3 demand review presentations. Note:
Open claude.ai. Start a new conversation:
I'm a demand planner at a [CPG/retail/pharma/manufacturing] company. I run a [monthly/weekly] S&OP demand review. My audience: [VP Supply Chain, Sales Director, CFO, etc.]. The review covers [X categories / X SKUs / X regions].
I want to build a reusable template for the demand review narrative sections — the parts I have to write fresh each cycle, not the charts (which come from our planning system).
My current process takes 3+ hours. Help me design a fill-in-the-blanks template for:
1. Executive Summary (opening slide narrative)
2. Category Performance Commentary (for 3-4 categories)
3. Top Risks and Opportunities (3-4 bullets each)
4. Forecast Assumptions Summary
5. Key Actions and Decisions Required
Ask me questions to understand my specific format needs before designing the template.
What you should see: Claude asks you 4–8 clarifying questions about your process, audience, and format preferences.
Answer specifically. Examples:
Claude will produce a complete template draft. Read through it carefully. For each section, ask yourself:
Refine with follow-up prompts:
Copy your final template into Google Docs (or Word). Title it "Demand Review Template — [Year]."
Now test it: Fill it in using last month's numbers. Does it work? Does it capture everything? Time yourself — how long did it take vs. your normal process?
Adjust anything that felt awkward or didn't capture what you needed.
At the top of the template, add a checklist of the data you need to gather before you can fill it in:
Now you know exactly what to pull before sitting down to write.
Fill in a template section quickly:
Fill in this executive summary template using these numbers: [paste your template section and your data]. Keep it within the length constraints.
Update template for a new process requirement:
Here is my current demand review template: [paste]. We've added a new section requirement: [describe]. Update the template to include it.
Generate category commentary from raw data:
Write the category performance commentary for [category name] using this template: [paste template]. Data: Actuals [X] units, Plan [Y] units, variance [Z%]. Primary driver: [describe]. Action: [describe].