For Demand Planners ·
What you'll accomplish
S&OP presentation prep drops from 3+ hours to 45-60 minutes. This guide builds you a structured demand review template. executive summary framework, variance commentary structure, category performance narrative, risk/opportunity format. that you fill with your numbers each month and send.
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].