AI Prompts for ChatGPT for Supply Chain

Create a supplier qualification checklist for new vendors in the [DESCRIBE CATEGORY: RAW MATERIALS, CONTRACT MANUFACTURING, LOGISTICS, TECHNOLOGY SERVICES]. The checklist should assess: (1) financial stability (what documents to request and what to look for), (2) quality management systems (certifications, audit history), (3) production capacity and scalability, (4) lead times and on-time delivery track record, (5) geographic and geopolitical risk, (6) sustainability and ESG credentials, (7) cybersecurity posture for tech vendors, (8) references from current customers. Format as a scored assessment (1-5 per criterion) with a minimum threshold for approval. Include red flag flags that should trigger disqualification regardless of overall score.

Write a Request for Quotation for [DESCRIBE WHAT YOU ARE SOURCING: COMPONENTS, PACKAGING, LOGISTICS SERVICES, RAW MATERIALS]. The RFQ should include: (1) Overview of our company and the scope of the sourcing need, (2) Specifications: [DESCRIBE THE TECHNICAL SPECIFICATIONS, QUANTITIES, QUALITY STANDARDS], (3) Delivery requirements: [LEAD TIME, LOCATION, INCOTERMS], (4) Pricing format: request unit price, tooling costs, minimum order quantities, volume break pricing, (5) Commercial requirements: payment terms we require, insurance requirements, (6) Timeline: RFQ submission deadline, evaluation timeline, expected award date, (7) Selection criteria. Format professionally; this will go to multiple suppliers.

Help me develop a negotiation strategy for renewing our contract with [SUPPLIER TYPE] who provides [DESCRIBE PRODUCT/SERVICE]. Our leverage points: [DESCRIBE: VOLUME COMMITMENT, LONG RELATIONSHIP, ALTERNATIVE SUPPLIERS IDENTIFIED, MARKET CONDITIONS]. Their likely leverage: [DESCRIBE]. Develop: (1) our opening position (what we ask for first), (2) our target position (what we actually want), (3) our walk-away position (what terms make this supplier not worth continuing with), (4) the concessions we are willing to make and what we want in return for each, (5) the non-monetary value we can offer (forecast sharing, preferred supplier status, early payment) to get better pricing. Structure as a negotiation playbook.

Write standard purchase order terms and conditions for our company's POs. We are a [DESCRIBE: MANUFACTURER, DISTRIBUTOR, RETAILER] purchasing [DESCRIBE TYPES OF GOODS]. Key terms to include: (1) delivery: F.O.B. destination, time is of the essence, right to cancel for late delivery, (2) quality: conformance to specifications, right to inspect and reject, warranty terms, (3) pricing: price fixed at PO price regardless of market changes, (4) IP: all custom work made for hire, (5) liability: limitation of liability clause, indemnification, (6) payment terms: Net [30/45/60], (7) force majeure: definition and procedures, (8) governing law. Write in plain but legally sound language.

Design a quarterly vendor performance scorecard for our key suppliers. Categories to measure: (1) Quality: defect rate, first-pass yield, corrective action response time, (2) Delivery: on-time delivery rate, lead time accuracy, expedite frequency, (3) Cost: price vs. market, cost reduction initiatives, total cost of ownership, (4) Service: responsiveness, account management quality, proactive communication, (5) Sustainability: ESG compliance, carbon footprint reporting. For each category: define the specific metric, the data source, the weighting, the target, and the rating scale. Include a trend indicator column to show improvement or deterioration. Add a total score threshold that triggers a supplier development review.

Help me structure a freight carrier evaluation for [DESCRIBE LANE: DOMESTIC TRUCKLOAD, LTL, INTERNATIONAL OCEAN, INTERNATIONAL AIR]. I need to compare [X] carriers. Evaluation criteria: (1) transit time reliability (on-time delivery %, standard deviation), (2) rate competitiveness (total cost including accessorials, fuel surcharges), (3) capacity availability and reliability during peak periods, (4) geographic coverage, (5) technology and visibility capabilities, (6) claims ratio and resolution process, (7) financial stability. Create an evaluation scorecard and write the RFP questionnaire I should send to each carrier to gather consistent, comparable data.

Help me design an inventory reorder policy for [DESCRIBE ITEM: A HIGH-VOLUME SKU, A CRITICAL COMPONENT, A PERISHABLE ITEM]. Input data: average daily demand [X], demand variability [DESCRIBE], supplier lead time [Y] days, lead time variability [DESCRIBE], holding cost [%], stockout cost or impact [DESCRIBE], current carrying cost of inventory. Calculate: (1) safety stock required for [95%/98%/99%] service level, (2) reorder point (ROP), (3) economic order quantity (EOQ), (4) maximum and minimum inventory levels. Explain the trade-off between service level and inventory investment, and show how the policy changes if I target a higher service level.

Write a freight claim letter to [CARRIER NAME] for damaged goods. Shipment details: [PRO NUMBER, PICK-UP DATE, DELIVERY DATE, ORIGIN, DESTINATION]. Cargo: [DESCRIBE WHAT WAS SHIPPED, QUANTITY, PACKAGING]. Damage discovered: [DESCRIBE CONDITION ON ARRIVAL]. Claim amount: $[X] based on [DESCRIBE: INVOICE VALUE, REPLACEMENT COST, COST OF REPAIR]. The letter should: (1) state the facts of the shipment and delivery, (2) describe the damage clearly and reference supporting documentation being attached (photos, delivery receipt with notation, repair invoice), (3) state the claim amount and basis for valuation, (4) cite the relevant Carmack Amendment or carrier tariff provision, (5) request resolution within [30] days and provide contact information.

Help me analyze the layout efficiency of my warehouse and identify improvement opportunities. Current layout: [DESCRIBE: SQUARE FOOTAGE, RACKING TYPE, RECEIVING/SHIPPING DOCK LOCATIONS, PICK PATHS, HIGH-VELOCITY SKU LOCATIONS, STAGING AREAS]. Current pain points: [DESCRIBE: CONGESTION POINTS, LONG PICK PATHS, DOCK-TO-STOCK TIME, PICKING ERRORS, SPACE UTILIZATION ISSUES]. Apply: (1) ABC analysis framework for SKU placement (A items closest to shipping, C items in deep storage), (2) slotting optimization principles, (3) traffic flow analysis for dock-to-storage vs. pick-to-pack paths, (4) identification of the highest-impact changes. Produce a prioritized list of layout changes with estimated labor savings per change.

Analyze the last-mile delivery challenges for [DESCRIBE BUSINESS: ECOMMERCE, FOOD DELIVERY, B2B DISTRIBUTION]. Current model: [DESCRIBE: WHO DELIVERS, WHAT VEHICLES, WHAT ROUTES, WHAT TECHNOLOGY]. Known problems: [DESCRIBE: HIGH COST PER DELIVERY, FAILED DELIVERY RATE, CUSTOMER SATISFACTION ISSUES, CARBON FOOTPRINT]. Evaluate: (1) what is driving the last-mile cost (describe the cost drivers), (2) which of these improvement options applies to my model: route optimization software, delivery density improvements, pickup point networks, micro-fulfillment centers, drone/autonomous delivery, customer communication to reduce failed deliveries. Recommend 2-3 highest-impact interventions with implementation considerations.

Conduct a supply chain risk assessment for [DESCRIBE PRODUCT LINE OR BUSINESS]. Consider risks across: (1) supplier risks (financial instability, sole source dependency, geographic concentration, quality issues), (2) logistics risks (port congestion, carrier capacity, fuel price volatility, route disruptions), (3) geopolitical risks (tariff exposure, export controls, trade sanctions, political instability in source countries), (4) demand risks (demand spikes, demand collapse, new competitor disruption), (5) operational risks (warehouse disaster, system failure, labor disruption). Rate each risk by likelihood and impact. Produce a risk register with the top 10 risks and recommended mitigation strategies.

Write a business continuity plan for the scenario where our primary supplier of [CRITICAL COMPONENT] cannot supply for [30/60/90] days due to [DESCRIBE LIKELY CAUSE: FACTORY FIRE, GEOPOLITICAL EVENT, FORCE MAJEURE]. The plan should cover: (1) trigger criteria for activating the plan, (2) immediate response actions in the first 48 hours, (3) inventory bridge: how long current stock lasts and how to extend it, (4) alternative supplier qualification: who are the candidates and what is the fastest qualification timeline, (5) customer communication plan, (6) escalation path and decision authority, (7) cost impact estimate. Write as an actionable plan, not a risk study.

Help me design a multi-sourcing strategy for [DESCRIBE ITEM CURRENTLY SINGLE-SOURCED]. Current supplier: [DESCRIBE]. Risks of single source: [DESCRIBE]. Design: (1) the target split between primary and secondary suppliers (e.g., 70/30) and the rationale, (2) criteria for selecting the secondary source (qualifications, location, capacity), (3) how to manage the secondary supplier to keep them engaged and qualified without giving them volume that is too small to prioritize us, (4) the inventory buffer strategy during the transition, (5) the communication plan for the incumbent supplier who will see volume reduction, (6) the total cost impact of dual sourcing vs. the risk reduction value.

Analyze the tariff impact on our supply chain for goods sourced from [COUNTRY]. Current tariff rate: [X]%. New proposed rate: [Y]%. Products affected: [DESCRIBE WITH HS CODES IF KNOWN]. Annual import volume: $[Z]. Calculate: (1) the annual tariff cost increase, (2) the price increase required to maintain current margin, (3) the impact on our competitive position if we pass through vs. absorb the cost. Then evaluate these mitigation options: (1) country of origin shift (which countries have FTA access or lower rates), (2) tariff engineering (product modification to reclassify under a lower-tariff HS code), (3) supplier renegotiation to share the cost, (4) near-shoring or domestic sourcing.

Write a supplier development plan for [SUPPLIER NAME OR TYPE] who has the capability we need but needs improvement in [DESCRIBE AREA: QUALITY, DELIVERY RELIABILITY, COST COMPETITIVENESS, CAPACITY]. The plan should: (1) clearly diagnose the root cause of the current performance gap, (2) set specific, measurable improvement targets with a 6-month timeline, (3) describe the resources and support we will provide (engineering support, financing, training), (4) set milestone reviews at 30/60/90 days, (5) define the consequences if improvement targets are not met, (6) define the reward if targets are exceeded (increased volume, preferred status). The plan should feel like a partnership, not a threat.

Design a supply chain executive dashboard for a [DESCRIBE COMPANY TYPE: MANUFACTURER, RETAILER, DISTRIBUTOR]. The dashboard should give the VP of Supply Chain or COO a complete operational view in one screen. Specify: (1) the 8-12 most critical KPIs (with definition and data source for each), (2) which KPIs need real-time vs. daily vs. weekly refresh, (3) which metrics need trend lines vs. current snapshot vs. exception alerts, (4) the drill-down views that should be accessible, (5) the alert thresholds that should trigger notifications. Organize the dashboard into sections: Demand, Supply, Inventory, Logistics, Quality.

Help me analyze the accuracy of our demand forecasting and identify improvement opportunities. Our current forecast method: [DESCRIBE: EXCEL-BASED, ERP-GENERATED, STATISTICAL MODEL]. Forecast accuracy data: [DESCRIBE MAPE, BIAS, OR PROVIDE SAMPLE ACTUALS VS. FORECAST]. Key SKU segments: [A/B/C OR FAST/MEDIUM/SLOW MOVERS]. Identify: (1) which SKU segments have the worst forecast accuracy, (2) the likely causes (demand seasonality not captured, new product ramp, promotional lift not modeled, data quality), (3) specific techniques to improve accuracy for each problem segment, (4) how to calculate the inventory cost of our current forecast error, (5) the technology or process changes that would have the highest ROI.

Build a total cost of ownership (TCO) analysis comparing these two supply options: [OPTION A: DESCRIBE E.G., OVERSEAS SUPPLIER AT LOWER UNIT PRICE, OPTION B: DOMESTIC SUPPLIER AT HIGHER UNIT PRICE]. For each option, calculate all relevant cost categories: (1) unit cost, (2) freight and logistics cost, (3) duty and tariff cost, (4) inventory carrying cost (longer lead times require more safety stock), (5) quality cost (defect rate x cost per defect), (6) lead time premium (can we respond to demand changes), (7) risk premium (probability of disruption x cost of disruption). Present as a side-by-side TCO table and a recommendation.

Help me build a selection framework for evaluating [WMS: WAREHOUSE MANAGEMENT SYSTEMS / TMS: TRANSPORTATION MANAGEMENT SYSTEMS]. We are a [DESCRIBE: SIZE, NUMBER OF LOCATIONS, TRANSACTION VOLUME, COMPLEXITY]. Key functional requirements: [LIST YOUR MUST-HAVE CAPABILITIES]. Build: (1) a requirements matrix with must-have vs. nice-to-have features, (2) an RFP questionnaire for vendors covering functional, technical, implementation, and commercial dimensions, (3) a scoring model for vendor evaluation, (4) a total cost of ownership framework for comparing vendor proposals (license, implementation, integration, training, ongoing support), (5) reference check questions for each shortlisted vendor. Include typical pitfalls in WMS/TMS selection to avoid.

Write the supply chain section of our annual ESG (Environmental, Social, Governance) report. Our supply chain scope: [DESCRIBE: NUMBER OF SUPPLIERS, COUNTRIES, SPEND CATEGORIES]. Key ESG data we have: [DESCRIBE: CARBON EMISSIONS DATA, SUPPLIER AUDITS CONDUCTED, DIVERSITY SPEND, FAIR LABOR CERTIFICATIONS, PACKAGING SUSTAINABILITY]. The section should: (1) describe our supply chain scope and materiality of supply chain ESG impacts, (2) report on our supplier code of conduct and compliance rate, (3) describe our environmental footprint reduction initiatives, (4) report any specific metrics for the year, (5) describe our targets for the next 3 years. Balanced tone: honest about challenges, specific about progress.