supplychain

Q: How do I install supplychain?

Run npx skills add https://github.com/robdtaylor/personal-ai-infrastructure --skill supplychain in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/supplychain/ (personal) or .claude/skills/supplychain/ (project).

by robdtaylorDevOps & Cloud

Executive-level supply chain expertise for automotive manufacturing. Strategic purchasing, materials management, supplier development, and cost optimization aligned with IATF 16949 requirements. USE WHEN user says 'supply chain', 'purchasing', 'procurement', 'supplier', 'materials management', 'inventory', 'sourcing', 'vendor', 'BOM cost', 'PPV', 'should cost', 'make vs buy', 'RFQ', 'category management', or needs strategic guidance on automotive supply chain decisions. Integrates with AutomotiveManufacturing, A3CriticalThinking, and HoshinKanri skills.

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Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/robdtaylor/personal-ai-infrastructure --skill supplychain

01
Install
Run the command in your project. The CLI asks which agents to install for.
02
Describe the task
Ask your agent for something this skill covers. It loads supplychain automatically when relevant.
03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

Supply Chain Management - Automotive Manufacturing

When to Activate This Skill

"Help me negotiate with [supplier]"
"Create an RFQ for [component]"
"Supplier scorecard for [vendor]"
"Should-cost analysis for [part]"
"Make vs buy decision for [process]"
"Category strategy for [commodity]"
"Reduce BOM cost by [target]"
"Supplier quality issue with [vendor]"
"Materials planning for [product]"
"Inventory optimization"

Strategic Framework

The Supply Chain Value Hierarchy

┌─────────────────────────────────────────────────────┐
│  1. QUALITY & COMPLIANCE                            │
│     Zero defects to production line                 │
│     IATF 16949, ISO 9001, customer requirements     │
└─────────────────────────────────────────────────────┘
                        ↓
┌─────────────────────────────────────────────────────┐
│  2. DELIVERY & AVAILABILITY                         │
│     Right part, right place, right time             │
│     Supply continuity and resilience                │
└─────────────────────────────────────────────────────┘
                        ↓
┌─────────────────────────────────────────────────────┐
│  3. TOTAL COST OPTIMIZATION                         │
│     Not just piece price - total cost of ownership  │
│     PPV, logistics, inventory, quality costs        │
└─────────────────────────────────────────────────────┘

Critical Rule: Never compromise quality or delivery for cost. A cheap part that stops the line costs far more than the savings.

Executive-Level Competencies

Strategic Purchasing

Domain	Competency
Category Management	Commodity strategies, market analysis, TCO modeling
Supplier Strategy	Rationalization, development, partnership tiers
Negotiation	Multi-variable deals, BATNA, value creation
Contract Management	Terms, risk allocation, performance clauses
Cost Management	Should-cost, VA/VE, design-to-cost
Risk Management	Single source mitigation, geopolitical exposure

Materials Management

Domain	Competency
Demand Planning	Forecasting, S&OP integration, consumption patterns
Inventory Strategy	Safety stock, JIT, Kanban, VMI, consignment
MRP/ERP	System optimization, parameter tuning, exception management
Logistics	Inbound optimization, milk runs, cross-docking
Warehouse	Layout, flow, accuracy, cycle counting

Supplier Quality

Domain	Competency
PPAP	Production Part Approval Process management
Supplier Audits	Process audits, system audits, LPA
Performance Metrics	PPM, OTD, cost recovery, scorecards
Development	SQE programs, capability building
Escalation	Quality alerts, controlled shipping, business review

Key Metrics & KPIs

Executive Dashboard

Metric	Target	Calculation
PPV (Purchase Price Variance)	Negative (savings)	(Standard - Actual) × Volume
OTD (On-Time Delivery)	≥98%	(On-time receipts / Total receipts) × 100
Supplier PPM	<50	(Defects / Parts received) × 1,000,000
Inventory Turns	≥12	COGS / Average Inventory
Days of Supply	<15	Inventory / Daily Usage
Spend Under Management	>90%	Managed spend / Total spend
Cost Avoidance	Track	Negotiated savings from market increases

Operational Metrics

Metric	Target	Purpose
Dock-to-Stock Time	<24 hrs	Receiving efficiency
Inventory Accuracy	>99%	Cycle count results
Premium Freight	<0.5% of spend	Expedite control
Invoice Match Rate	>95%	Process efficiency
Supplier Scorecard	Top quartile	Performance trending

Supplier Management

Supplier Tiering Strategy

┌─────────────────────────────────────────────────────┐
│  STRATEGIC PARTNERS (Tier 1)                        │
│  • Joint development, shared roadmaps              │
│  • Long-term agreements (3-5 years)                │
│  • Executive relationship management               │
│  • Collaborative cost reduction                    │
└─────────────────────────────────────────────────────┘
                        ↓
┌─────────────────────────────────────────────────────┐
│  PREFERRED SUPPLIERS (Tier 2)                       │
│  • Proven performance, competitive pricing         │
│  • Medium-term agreements (1-3 years)              │
│  • Regular business reviews                        │
│  • Standard cost reduction expectations            │
└─────────────────────────────────────────────────────┘
                        ↓
┌─────────────────────────────────────────────────────┐
│  APPROVED SUPPLIERS (Tier 3)                        │
│  • Qualified but transactional                     │
│  • Spot buy or competitive bid                     │
│  • Annual review                                   │
│  • Performance-based retention                     │
└─────────────────────────────────────────────────────┘
                        ↓
┌─────────────────────────────────────────────────────┐
│  PROBATION / EXIT (Tier 4)                          │
│  • Performance issues, quality concerns            │
│  • Controlled shipping or new business hold        │
│  • Active exit planning                            │
│  • Seek alternatives                               │
└─────────────────────────────────────────────────────┘

Supplier Scorecard Framework

Category	Weight	Metrics
Quality	40%	PPM, PPAP on-time, warranty claims, audit scores
Delivery	30%	OTD, lead time, flexibility, communication
Cost	20%	Price competitiveness, VA/VE, payment terms
Service	10%	Responsiveness, technical support, innovation

Cost Management Strategies

Total Cost of Ownership (TCO)

PIECE PRICE
    + Tooling (amortized)
    + Logistics (freight, handling, duties)
    + Inventory carrying cost
    + Quality costs (inspection, sorting, returns)
    + Administrative costs (POs, invoices, management)
    + Risk premium (single source, geopolitical)
    ─────────────────────────────
    = TOTAL COST OF OWNERSHIP

Cost Reduction Levers

Lever	Description	Typical Savings
Volume Leverage	Consolidate spend, longer commitments	3-8%
Specification Review	Over-engineering elimination	5-15%
VA/VE	Value Analysis / Value Engineering	10-30%
Should-Cost	Detailed cost breakdown analysis	5-20%
Resourcing	Geographic arbitrage, new suppliers	10-25%
Process Improvement	Supplier manufacturing efficiency	3-10%
Payment Terms	Extend terms, capture early pay discount	1-3%

Should-Cost Model Components

MATERIAL COST
    Raw material × Usage factor × Scrap factor
    + Market pricing or index

CONVERSION COST
    Labor: (Cycle time × Labor rate) / Efficiency
    Machine: (Cycle time × Machine rate) / OEE

OVERHEAD
    SG&A: % of conversion
    Profit: % margin (typically 5-15%)

LOGISTICS
    Packaging + Freight + Duties

Negotiation Framework

Preparation Checklist

BATNA - Best Alternative to Negotiated Agreement
ZOPA - Zone of Possible Agreement
Supplier economics - Their costs, margins, pressures
Market conditions - Supply/demand, commodity trends
Leverage points - Volume, specification, competition
Walk-away point - Clear bottom line
Value creation opportunities - Win-win possibilities

Multi-Variable Negotiation

Don't negotiate price alone. Trade across multiple variables:

Variable	Give	Get
Volume commitment	Higher volume	Lower price
Contract length	Longer term	Price protection
Payment terms	Earlier payment	Discount
Specification	Relax tolerance	Cost reduction
Logistics	Different Incoterm	Price adjustment
Quality	Accept more inspection	Cost pass-through

BATNA Development

Always have alternatives:

Identify backup suppliers (at least 2)
Understand switching costs and timeline
Maintain relationships with alternatives
Document qualification status
Never reveal desperation

IATF 16949 Supplier Requirements

Supplier Quality Management System

Requirement	Expectation
QMS Certification	IATF 16949 preferred, ISO 9001 minimum
PPAP Submission	Level 3 minimum, all 18 elements
Process Controls	Control plans, PFMEA, reaction plans
Change Management	Prior notification and approval
Traceability	Lot traceability to raw material
Calibration	Traceable measurement systems
Continuous Improvement	Year-over-year PPM reduction

Supplier Development Program

Stage Gate Approach:

Risk Management

Supply Risk Categories

Risk Type	Examples	Mitigation
Single Source	Proprietary technology, limited capacity	Dual source, inventory buffer
Financial	Supplier bankruptcy, cash flow issues	Credit monitoring, payment terms
Geopolitical	Trade disputes, sanctions, instability	Regional diversification
Operational	Fire, flood, equipment failure	BCP review, safety stock
Quality	Systematic defects, process drift	Audit frequency, incoming inspection
Capacity	Demand surge, allocation	LTA commitments, capacity reservation

Risk Assessment Matrix

Probability	Low Impact	Medium Impact	High Impact
High	Monitor	Mitigate	Urgent Action
Medium	Accept	Monitor	Mitigate
Low	Accept	Accept	Monitor

Materials Planning

Inventory Strategy by Part Type

Part Type	Strategy	Target DOS
A Items (High value, critical)	JIT, frequent delivery	3-5 days
B Items (Medium value)	Weekly delivery, safety stock	7-14 days
C Items (Low value, commodity)	VMI, consignment, bulk	30+ days
Critical spares	Buffer stock regardless of value	Per risk

Safety Stock Calculation

Safety Stock = Z × σ × √(LT + Review Period)

Where:
Z = Service level factor (95% = 1.65, 99% = 2.33)
σ = Demand standard deviation
LT = Lead time in periods

MRP Best Practices

Accurate BOMs (99%+)
Realistic lead times (include buffer)
Clean inventory records (cycle count)
Demand forecast accuracy tracking
Exception management daily
Planner workload balancing

Templates Available

Template	Purpose	Location
RFQ Package	Request for Quotation	`templates/rfq-template.md`
Supplier Scorecard	Performance tracking	`templates/scorecard.md`
Should-Cost Model	Cost breakdown	`templates/should-cost.md`
Negotiation Prep	Deal preparation	`templates/negotiation-prep.md`
Category Strategy	Commodity planning	`templates/category-strategy.md`
Supplier Audit	Assessment checklist	`templates/supplier-audit.md`

Integration Points

With A3CriticalThinking

Supply disruptions trigger A3 problem solving
Cost reduction projects use structured analysis
Priority hierarchy: Quality → Delivery → Cost

With AutomotiveManufacturing

PPAP documentation requirements
Control plan supplier inputs
Work instruction material specifications

With HoshinKanri

PPV targets cascade from strategic objectives
Supplier development as improvement priority
Bowling chart for supply chain KPIs

Key Principles

Total Cost Thinking - Never optimize piece price at expense of total cost
Supplier Partnership - Best results come from collaboration, not adversarial relationships
Risk-Adjusted Decisions - Factor in supply continuity, not just price
Data-Driven Negotiation - Use should-cost and market intelligence
Continuous Improvement - Year-over-year cost and quality improvement
Strategic Alignment - Supply chain supports business objectives
Ethical Conduct - Fair dealing, no kickbacks, transparent process

Extended Context

For detailed methodologies, case studies, and advanced strategies: read ~/.claude/skills/SupplyChain/CLAUDE.md

For templates: ls ~/.claude/skills/SupplyChain/templates/

Workflow Routing

User Request	Workflow	Output
"Negotiate with supplier X"	Negotiation Framework	BATNA analysis, multi-variable strategy
"Create RFQ for [part]"	RFQ Package	Structured RFQ document using template
"Supplier scorecard for [vendor]"	Scorecard Framework	Weighted performance assessment
"Should-cost analysis for [part]"	Should-Cost Model	Cost breakdown by material/conversion/overhead
"Make vs buy for [process]"	Make vs Buy Framework	Decision matrix with recommendation
"Category strategy for [commodity]"	Category Management	Spend analysis, tiering, sourcing strategy
"Reduce BOM cost"	Cost Reduction Levers	Prioritized list of cost reduction opportunities
"Supplier quality issue"	Supplier Development / 8D	Escalation path, containment, corrective action
"Materials planning / inventory"	Materials Planning	ABC analysis, safety stock, replenishment strategy
"Risk assessment for supply base"	Risk Management	Risk matrix, mitigation actions

Examples

Supplier negotiation prep:

"Help me prepare for a negotiation with our casting supplier who wants a 10% price increase" → Provides BATNA development, should-cost comparison, multi-variable trade strategy, and walk-away point.

Total Cost of Ownership analysis:

"We found a cheaper supplier in Eastern Europe — should we switch?" → Builds full TCO model including freight, inventory carrying cost, quality risk, and management overhead to compare true cost.

Supplier development plan:

"Our key machining supplier is at 800 PPM and 90% OTD — what do we do?" → Provides phased development plan: assessment, improvement targets, SQE resource deployment, and ROI calculation.

FAQ

What does the supplychain skill do?

How do I install supplychain?

Run npx skills add https://github.com/robdtaylor/personal-ai-infrastructure --skill supplychain in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/supplychain/ (personal) or .claude/skills/supplychain/ (project).

Which AI agents can use supplychain?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is supplychain safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains supplychain?

It is published by robdtaylor in robdtaylor/personal-ai-infrastructure. It has 89 recorded installs.