SkillsLib.ai

Demand Planning Assistant

Forecast demand, optimize inventory, and plan supply chain decisions

3.3(3 reviews)
100+ downloads
Updated Oct 2026

What You Can Do

This skill transforms your historical sales data, market trends, and operational constraints into accurate demand forecasts and actionable inventory plans. You get seasonal trend analysis, confidence intervals for decision-making, and automated recommendations for reorder points, safety stock levels, and procurement schedules that balance stockout risk against carrying costs.

Features

Demand Forecasting

Analyzes historical sales patterns and external factors to generate probabilistic forecasts with confidence intervals, helping you plan production and procurement with quantified uncertainty.

Seasonality Detection

Automatically identifies seasonal patterns, holiday spikes, and cyclical trends in your demand data to improve forecast accuracy for peak and off-peak periods.

Inventory Optimization

Calculates optimal reorder points, safety stock levels, and order quantities based on lead times, service level targets, and holding costs specific to your business.

Scenario Planning

Models multiple demand scenarios (conservative, base, aggressive) so you can stress-test inventory plans and procurement strategies against different market conditions.

SKU Segmentation

Classifies products using ABC or XYZ analysis to prioritize planning effort and apply different service levels and safety stock policies to high-impact items.

Capacity Planning

Projects warehouse, production, and labor requirements against forecasted demand to identify bottlenecks and support capital investment decisions.

Lead Time Buffers

Recommends safety stock and reorder point adjustments based on supplier reliability, transportation variability, and your target service levels.

Example Output

Example 1: Q4 Demand Forecast

Product: Winter Jackets
Forecast Period: Oct 1 – Dec 31, 2026

MonthBase Forecast80% Confidence RangeRecommended Safety Stock
Oct2,450 units2,100 – 2,800320 units
Nov5,200 units4,600 – 5,900680 units
Dec4,800 units4,100 – 5,500620 units

Recommendation: Order 8,000 units by August 15 to cover peak demand with 95% service level confidence.


Example 2: Inventory Rebalancing Plan

  • Current situation: 12,000 units across 4 warehouses, $3.2M in carrying costs
  • Rebalanced plan: Concentrate fast movers at regional hubs, reduce slow-mover stock by 30%
  • Projected savings: $420K annually, stockout risk reduced from 8% to 2%

Example 3: Scenario Impact Analysis

ScenarioYear 1 DemandSafety Stock RequiredProcurement CostService Level
Conservative (-15%)127,250 units6,200 units$305K97%
Base Case149,706 units7,800 units$358K99%
Aggressive (+20%)179,647 units10,500 units$429K99.5%

What's Included

  • Demand Forecasting Engine: Statistical models that adapt to your product lifecycle and market dynamics for accurate multi-period forecasts with seasonal decomposition.
  • Inventory Policy Templates: Ready-to-use frameworks for reorder point calculation, safety stock optimization, and economic order quantity analysis customized to your supply chain.
  • Scenario Builder: Interactive framework to model conservative, base, and aggressive demand cases and see financial impact on inventory investment and service levels.
  • SKU Prioritization Workbook: ABC/XYZ analysis templates to segment your product portfolio and apply differentiated planning strategies based on margin and demand volatility.
  • Reporting Dashboard Template: Pre-formatted tables and charts for communicating forecasts, inventory positions, and recommendations to procurement, operations, and finance stakeholders.

Who It's For

  • Demand Planners
  • Supply Chain Managers
  • Inventory Managers
  • Operations Directors
  • Procurement Professionals

Best For

  • Quarterly demand forecasting and inventory planning cycles
  • New product launch demand projection and safety stock sizing
  • Seasonal and promotional demand scenario modeling
  • Supply chain bottleneck identification and capacity planning
  • Inventory cost reduction and service level trade-off analysis

You might also like

Procurement RFQ Analysis & Supplier Evaluation
$30
Procurement RFQ Analysis & Supplier Evaluation

This skill systematically evaluates RFQ responses across multiple dimensions—price, quality, delivery, capability, and risk—to generate scoring matrices, risk assessments, and supplier rankings. You'll make data-driven sourcing decisions with transparent methodology and reduce vendor bias through weighted evaluation criteria aligned to your procurement priorities.

Freight Cost Analysis & Carrier Performance Optimization
$30
Freight Cost Analysis & Carrier Performance Optimization

You can analyze shipping expenses across multiple carriers, identify cost-saving opportunities, and evaluate carrier performance metrics to reduce logistics expenses. The skill compares rates, delivery times, reliability scores, and service quality to help you negotiate better contracts and make data-driven carrier selection decisions.

Demand Forecast Analyst
$25
Demand Forecast Analyst

You can analyze historical demand patterns, generate statistical forecasts with explicit assumptions, and create best/base/worst-case scenarios for supply chain planning. The skill evaluates demand seasonality, trends, and volatility to produce actionable forecasts with confidence intervals. Your results include documented methodology, key assumptions, and specific recommendations for inventory and production planning.

Supplier Evaluation & Negotiation Optimizer for Direct Materials
$45
Supplier Evaluation & Negotiation Optimizer for Direct Materials

Analyze supplier capabilities and proposals using structured evaluation frameworks that score vendors across cost, quality, delivery, and risk dimensions. Claude builds comprehensive negotiation strategies with quantified leverage points, walkaway prices, and contract optimization recommendations. You'll reduce material costs by 10-20% while minimizing supply chain risks through data-driven decision-making.

Manufacturing Demand Forecasting
$45
Manufacturing Demand Forecasting

You provide historical sales data, supplier lead times, and market context—Claude analyzes patterns, detects seasonality, and generates demand forecasts with confidence intervals. You get actionable inventory recommendations, scenario projections, and early warnings for demand anomalies to optimize stock levels and reduce waste.

Vendor Negotiation Brief Builder
$30
Vendor Negotiation Brief Builder

You'll create comprehensive, data-driven vendor negotiation briefs that synthesize vendor background, pricing history, market position, and negotiation leverage into a concise, actionable brief. The skill analyzes your vendor context and generates talking points, risk assessments, and strategic recommendations tailored to your negotiation objectives.

MRP/ERP Inventory Optimization Advisor
$30
MRP/ERP3.3(4)
MRP/ERP Inventory Optimization Advisor

You analyze your historical sales data, demand patterns, and inventory metrics to identify optimal stock levels, reorder points, and safety stock quantities. The skill integrates with your ERP system's data to reduce excess inventory, prevent stockouts, and provide cost-benefit analysis for inventory decisions. You get actionable recommendations on ABC analysis, seasonal adjustments, and inventory turnover optimization.

New Product Demand Forecasting & Launch Planning
$35
New Product Demand Forecasting & Launch Planning

This skill guides you through structured demand forecasting and launch planning when you have limited historical data for a new product. It builds multiple demand scenarios using comparable products, market signals, and validated growth curves, then creates cross-functional alignment frameworks to stress-test your assumptions and reduce launch risk.

$45.00