inventory-and-demand-planning

Forecast demand, tier SKUs by ABC stratification, and compute safety stock and reorder points.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/ohsonerdy/openclaw-frontier-stack --skill inventory-and-demand-planning
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: inventory-and-demand-planning
Source: https://github.com/ohsonerdy/openclaw-frontier-stack/tree/main/skills/inventory-and-demand-planning
Command: npx skills add https://github.com/ohsonerdy/openclaw-frontier-stack --skill inventory-and-demand-planning

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill prevents ecomm operators from running out of fast-moving SKUs while avoiding overstock that ties up cash by planning demand, safety stock, and reorder points using tiered rigor.

Core Features & Use Cases

  • ABC stratification planning rigor: Classifies SKUs into A/B/C tiers and applies different review cadence and safety-stock approach by tier.
  • Demand forecasting posture: Builds a forecast from baseline trend, seasonal, and event components with bias correction and confidence ranges (P50/P90).
  • Safety stock, reorder points, and bullwhip checks: Calculates safety stock using lead-time variability, sets reorder points from forecasted demand plus buffer, and diagnoses promotion/supplier-driven amplification.
  • Turn vs margin tradeoff scoring: Evaluates whether inventory turns are actually working in your favor relative to gross margin and holding/markdown economics.
  • Decision outputs for action: Produces quick wins, longer-horizon changes, and a single highest-leverage next move tied to stockout/overstock asymmetry.

Quick Start

Ask: "Create an inventory and demand plan for our ecomm SKUs, including ABC tiers, safety stock, reorder points, bullwhip risk from promos, and a turn-versus-margin scorecard."

Frequently Asked Questions about inventory-and-demand-planning

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

FAQPage Schema
How do I calculate safety stock and reorder points for ecomm SKUs?

Calculate safety stock and reorder points by applying Z-score math to lead-time variability and forecasting demand. This process classifies SKUs into ABC tiers, sets tiered service levels, and establishes reorder points from forecasted demand plus buffer stock to prevent runouts.

What is ABC analysis and how does it apply to inventory planning?

ABC analysis is an inventory stratification method that classifies SKUs into A, B, and C tiers based on velocity and margin. It applies to inventory planning by dictating different review cadences and safety-stock approaches for each tier, ensuring high-value items receive rigorous oversight.

How do I stop the bullwhip effect from promos in my supply chain?

Stop the bullwhip effect from promos by diagnosing promotion-driven demand amplification against your baseline forecast. Adjusting safety stock buffers and reviewing supplier lead times mitigates this variability, preventing excessive overstock and stockouts during promotional events.

Can I balance inventory turn versus gross margin for seasonal assortments?

Balance inventory turn versus gross margin by scoring whether your turns actually work in your favor relative to holding and markdown economics. This evaluates replenishable and seasonal assortments to identify the highest-leverage next move for stockout and overstock asymmetry.

What data do I need to generate a demand forecast with confidence ranges?

To generate a demand forecast with P50 and P90 confidence ranges, extract velocity, margin, SKU affinity, and repeat-rate inputs. These data points allow the forecast to build from baseline trend, seasonal, and event components while applying bias correction.

When should I use tiered service levels for demand planning?

Use tiered service levels for demand planning when managing diverse SKU assortments that require different review cadences. Tiering ensures A-level items get higher service levels and safety stock buffers, while C-level items avoid tying up cash in overstock.