inventory-demand-planning

Plan multi-location retail demand with forecasting, safety stock, and replenishment workflows.

Updated Mar 26, 2026
One-click install
npx skills add https://github.com/luongldptit/move-ticket --skill inventory-demand-planning-luongldptit
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: inventory-demand-planning
Source: https://github.com/luongldptit/move-ticket/tree/main/.agent/skills/inventory-demand-planning
Command: npx skills add https://github.com/luongldptit/move-ticket --skill inventory-demand-planning-luongldptit

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill eliminates the common pain points of inaccurate demand forecasts, excess inventory carrying costs, preventable stockouts, and inefficient replenishment planning for multi-location retail operations managing hundreds of SKUs across dozens of stores and distribution centers.

Core Features & Use Cases

  • Demand Forecasting & Method Selection: Choose the optimal forecasting model (moving averages, exponential smoothing, causal regression, ML) based on SKU demand patterns and ABC/XYZ classification.
  • Safety Stock Optimization: Calculate accurate safety stock levels using demand and lead time variability, aligned to segment-specific service level targets.
  • Promotional & Seasonal Planning: Estimate promotional lift, account for cannibalization and post-promo demand dips, and manage seasonal buy timing and markdown strategies.
  • Use Case: A 120-store general merchandise retailer can use this Skill to forecast demand for 600 SKUs, set safety stock to hit 97% in-stock rates for high-value items, and plan holiday promotional buys to minimize post-season excess inventory.

Quick Start

Use the inventory-demand-planning skill to generate a 12-week demand forecast for all A-category SKUs in the Northeast region, incorporating planned promotional lifts and updated 21-day lead times from top apparel vendors.

Frequently Asked Questions about inventory-demand-planning

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

FAQPage Schema
How do I optimize safety stock levels for multi-location retail operations?

Optimize safety stock by calculating levels using demand and lead time variability aligned to segment-specific service level targets. This approach prevents excess inventory accumulation and stockouts for multi-location retail operations managing hundreds of SKUs.

What's the best way to forecast demand for SKUs using ABC/XYZ analysis?

Forecast demand by selecting the optimal forecasting model, such as moving averages, exponential smoothing, or causal regression, based on specific SKU demand patterns and ABC/XYZ classification. This ensures accurate replenishment planning and minimizes WMAPE tracking signal errors.

Can I estimate promotional lift and manage seasonal transitions for retail inventory?

Estimate promotional lift and manage seasonal transitions by accounting for cannibalization and post-promo demand dips. This enables multi-location retailers to plan promotional buys, manage seasonal markdowns, and minimize post-season excess inventory.

Does demand planning work for retailers managing 300 to 800 SKUs across 40 to 200 stores?

Demand planning supports retailers managing 300 to 800 SKUs across 40 to 200 stores and regional distribution centers. It tracks inventory positions, aligns vendor MOQs, and monitors forecast accuracy using WMAPE and tracking signal metrics.

How do I schedule replenishment and align vendor MOQs for high-value items?

Schedule replenishment and align vendor MOQs by tracking inventory positions and setting safety stock to hit targeted service levels, like a 97% in-stock rate for high-value items. This ensures efficient replenishment planning across regional distribution centers.