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inventory-demand-planning - Plan Retail Demand and Replenishment

Select forecasting methods, segment SKUs, optimize safety stock and reorder points, estimate promotional effects, and plan replenishment for multi-location retailers.

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Updated: 2026-10-19

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Collect demand signals
  • Cleanse demand outliers
  • Segment SKUs by ABC/XYZ
  • Select forecasting methods
  • Apply promotional effects
  • Calculate safety stock
  • Optimize reorder points
  • Generate suggested purchase orders
  • Monitor forecast accuracy
  • Plan seasonal transitions

Inputs

  • POS sell-through data
  • Order data
  • Shipment data
  • SKU demand history
  • Lead-time data
  • Service-level targets
  • Promotional plans
  • External causal factors
  • Inventory position data
  • Supplier MOQ constraints
  • Analog SKU profiles

Outputs

  • Demand forecasts
  • ABC/XYZ segments
  • Safety stock recommendations
  • Reorder-point recommendations
  • Suggested purchase orders
  • Forecast accuracy reports
  • Stockout risk assessments
  • Seasonal transition plans
  • Markdown timing plans

Requirements

  • Demand planning suite
  • ERP system
  • Warehouse management system
  • Store-level POS feeds
  • Vendor portals

Source

  • Spec: SKILL.md

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demand forecasting
inventory planning
replenishment
safety stock
retail analytics
supply chain
Collect demand signals
Cleanse demand outliers
Segment SKUs by ABC/XYZ
Select forecasting methods
POS sell-through data
Order data
Shipment data
Demand forecasts
ABC/XYZ segments
Safety stock recommendations