inventory-demand-planning

Generate demand forecasts and replenishment recommendations for multi-location retail inventory.

Updated Sep 13, 2025
One-click install
npx skills add https://github.com/llmh333/employee_management_spring --skill inventory-demand-planning-llmh333
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: inventory-demand-planning
Source: https://github.com/llmh333/employee_management_spring/tree/main/.gemini/skills/inventory-demand-planning
Command: npx skills add https://github.com/llmh333/employee_management_spring --skill inventory-demand-planning-llmh333

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps demand planners reduce stockouts and excess inventory by turning noisy sales and promotional signals into reliable forecasts, safety stock targets, and actionable replenishment plans.

Core Features & Use Cases

  • Forecasting method selection: Choose the right forecasting approach per SKU using demand pattern, ABC/XYZ classification, and promotion context.
  • Safety stock & reorder logic: Compute safety stock from demand variability and lead-time uncertainty, then translate it into practical min/max or reorder point planning.
  • Promotional lift modeling: Estimate incremental demand from promos, model cannibalization, and account for post-promo dips to avoid inventory whiplash.
  • Seasonality & lifecycle handling: Manage seasonal transitions and handle new products with analog-based profiling and conservative buffers.
  • Operational decision frameworks: Provide clear escalation triggers and performance indicators (bias, WMAPE/WMAPE, in-stock rates, excess supply) to keep the plan on track.

Quick Start

Use the inventory-demand-planning skill to create a demand forecast, calculate safety stock for the chosen service levels, and generate replenishment recommendations including promotional lift and post-promo dip adjustments for a multi-location retailer.

Frequently Asked Questions about inventory-demand-planning

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I calculate safety stock for multi-location retail inventory planning?

Calculate safety stock by combining demand variability and lead-time uncertainty to set min/max reorder points. This ensures you maintain target in-stock service levels across multiple store locations while minimizing excess inventory.

How do I forecast demand for new SKUs and seasonal transitions?

Forecast demand for new SKUs and seasonal transitions by using analog-based profiling and applying conservative buffers. This approach manages lifecycle transitions effectively without historical sales data for the specific item.

How do I estimate promotional lift and account for post-promo inventory dips?

Estimate promotional lift by modeling incremental demand, factoring in cannibalization effects, and adjusting for post-promo dips. This prevents inventory whiplash by accurately forecasting the drop in sales after the promotion ends.

How do I select the right demand forecasting method using ABC XYZ segmentation?

Select demand forecasting methods by classifying SKUs through ABC XYZ segmentation and analyzing demand patterns. This categorization identifies the most suitable statistical approach for each product's specific volatility and value.

Can I generate replenishment recommendations across thousands of SKUs and many stores?

Yes, you can generate replenishment recommendations across thousands of SKUs and many stores. The process translates forecasts and safety stock targets into actionable reorder policies with clear escalation triggers for operational scale.

What metrics should I use to recalibrate forecast accuracy and track inventory performance?

Recalibrate forecast accuracy and track inventory performance using bias, WMAPE, in-stock rates, and excess supply indicators. These metrics provide operational decision frameworks to keep your replenishment plan on track.