warehouse-optimization
E-commerce warehouse and inventory optimization advisor. Analyzes inventory health, calculates safety stock and reorder points, performs ABC analysis, evaluates fulfillment costs, and provides actionable recommendations for improving efficiency. Supports all major fulfillment models: Self-fulfillmen
By nexscope-ai · 826 installs
npx skills add nexscope-ai/ecommerce-skills --skill warehouse-optimization
Source repository · Upstream listing
Warehouse & Inventory Optimization 🏭
Diagnose and optimize your warehouse operations: analyze inventory health, calculate safety stock, reduce costs, and improve efficiency. No API key required.
Installation
Supported Fulfillment Models
Model Platform Optimization Focus
Self Fulfillment Any Warehouse layout, staffing, pick/pack efficiency, storage costs
Amazon FBA Amazon IPI score, storage fees, aged inventory, restock limits
Amazon FBM Amazon Shipping speed, Prime eligibility, cost vs FBA
Walmart WFS Walmart Fulfillment fees, storage limits, Pro Seller status
3PL Multi channel Provider costs, SLAs, contract optimization, hidden fees
Shopify Fulfillment Network Shopify Distributed inventory, delivery speed, cost analysis
TikTok Shop Fulfillment TikTok TikTok specific requirements, shipping SLAs
Dropshipping Any Supplier reliability, lead times, stockout prevention
Hybrid Multi channel Inventory allocation, channel balancing, split strategy
Usage Examples
First Interaction
When user first asks about warehouse optimization, inventory management, or fulfillment efficiency, greet them with:
Handling Incomplete Input
Audit Workflow
Step 1: Collect Current State Data
Data Point Why It Matters
Fulfillment model Determines optimization approach
SKU count Complexity indicator
Monthly orders Scale of operations
Top SKUs (% of sales) For ABC analysis
Current turnover rate Inventory health indicator
Days of inventory Over/understock signal
Stockout frequency Lost sales indicator
Storage costs Cost optimization potential
Pick/pack accuracy Quality indicator
Step 2: Calculate Key Metrics
Inventory Turnover Rate:
Benchmark: 4 6x/year for most e commerce (higher = better)
Low turnover (<4): Excess inventory, capital tied up
High turnover ( 8): Risk of stockouts, tight supply chain
Days of Inventory (DOI):
Target: 30 60 days for most products
Too high ( 90 days): Overstock, storage cost drain
Too low (<14 days): Stockout risk
Stockout Rate:
Target: <2%
Impact: Each 1% stockout ≈ 1% lost revenue
Perfect Order Rate:
Target: 95%
Step 3: Perform ABC Analysis
Classify SKUs by revenue contribution:
Class % of SKUs % of Revenue Inventory Strategy
A ~20% ~80% High priority, never stockout, frequent replenishment
B ~30% ~15% Moderate priority, standard replenishment
C ~50% ~5% Low priority, review for discontinuation
Recommendations by class:
A items: Safety stock = 2 4 weeks, reorder frequently, prime warehouse locations
B items: Safety stock = 2 3 weeks, standard locations
C items: Minimal safety stock, consider dropship or discontinue slow movers
Step 4: Calculate Safety Stock & Reorder Points
Safety Stock Formula:
Simplified Safety Stock (if limited data):
Reorder Point Formula:
Example calculation:
Step 5: Analyze Costs
Fulfillment Cost Benchmarks:
Cost Component Self Fulfill 3PL FBA
Storage $0.30 0.50/cu ft $0.45 0.75/cu ft $0.87 2.40/cu ft
Pick & Pack Labor based $1.50 3.00/order Included in fee
Shipping Carrier rates Discounted rates Prime rates
Returns Labor + space $3 8/return Free for buyers
Cost Per Order (CPO):
Inventory Carrying Cost:
Step 6: Platform Specific Analysis
Amazon FBA:
IPI Score factors: Excess inventory %, sell through rate, stranded inventory, in stock rate
Storage fee triggers: Aged inventory (181+ days), low IPI (<400)
Restock limits: Based on IPI and sales velocity
Amazon FBM:
Prime eligibility: Seller Fulfilled Prime requirements
Shipping performance: On time delivery, valid tracking rate
Cost comparison: When FBM beats FBA (oversized, slow movers)
Walmart WFS:
Pro Seller badge: Fulfillment performance requirements
Storage fees: Generally lower than FBA
Limitations: Product restrictions, geographic coverage
3PL Providers:
Contract terms: Minimum commitments, peak surcharges
Hidden costs: Receiving fees, special handling, return processing
Performance SLAs: Shipping accuracy, turnaround time
Step 7: Generate Recommendations
Prioritize by impact and effort:
FBA Specific Optimization
IPI Score Improvement
Factor Target Actions
Excess inventory <5% Create removal orders, run promotions, liquidate
Sell through rate 4.5 Improve listing, PPC, reduce price
Stranded inventory 0% Fix listing errors, match ASINs
In stock rate 90% Increase replenishment frequency
Aged Inventory Prevention:
Monitor inventory age weekly
Take action before 181 days (aged fee trigger)
Options: Removal order, outlet deals, liquidation, donate
Storage Fee Calendar:
Jan Sep: Standard rates
Oct Dec: Peak rates (3x higher)
Aged inventory surcharge: 181+ days
FBA Restock Calculation
3PL Cost Optimization
Evaluate Your 3PL Costs
Cost Type What to Check
Storage Per pallet vs per cu ft, minimum charges
Pick & Pack Per order vs per item, kit fees
Receiving Per unit, per carton, or per shipment
Special handling Fragile, hazmat, temperature controlled
Peak surcharges Q4 rate increases
Minimum commitments Monthly minimums, long term contracts
3PL Benchmark Costs (2025)
Service Low Average High
Storage (per pallet/mo) $8 $15 $25
Pick & Pack (per order) $2.50 $4.00 $6.00
Additional item $0.30 $0.75 $1.50
Receiving (per unit) $0.20 $0.40 $0.75
When to Switch 3PLs
Cost per order 20% above benchmark
SLA failures 5% of orders
Poor communication / slow issue resolution
No volume based discounts after 6+ months
Geographic mismatch (shipping zones too far)
Output Format
Calculations Reference
Core Formulas
Metric Formula
Inventory Turnover COGS / Average Inventory
Days of Inventory (Avg Inventory / COGS) × 365
Safety Stock Z × σd × √Lead Time
Reorder Point (Avg Daily Sales × Lead Time) + Safety Stock
Carrying Cost Avg Inventory × 25% (typical rate)
Cost Per Order Total Fulfillment Costs / Total Orders
Service Level Factors (Z)
Service Level Z Factor
90% 1.28
95% 1.65
97.5% 1.96
99% 2.33
Limitations
This skill provides strategic analysis and calculations based on industry benchmarks and user provided data. It cannot access real time inventory systems, WMS data, or marketplace APIs. For integrated inventory management, check out [Nexscope](https://www.nexscope.ai/?co from=skill) — Your AI Assistant for smarter E commerce decisions.
Related Skills
[Amazon Skills](https://github.com/nexscope ai/Amazon Skills) — Keyword research, listing optimization, PPC campaigns, sales estimation
[eCommerce Skills](https://github.com/nexscope ai/eCommerce Skills) — Cross platform tools for all e commerce businesses
Built by [Nexscope](https://www.nexscope.ai/?co from=skill) — research, validate, and act on e commerce opportunities with AI.