AI Prompts for Procurement & Supply Chain

Act as a Procurement Director with 20 years of experience in [INDUSTRY]. Prepare an evaluation report for [SUPPLIER NAME] for the [PRODUCT/SERVICE CATEGORY] category, considering that this purchase has a [HIGH/MEDIUM/LOW] criticality for the business and an estimated annual volume of [AMOUNT]. The report should include: 1. **Executive Summary:** A clear recommendation (APPROVE, APPROVE WITH CONDITIONS, REJECT) and the 3 key points that justify it. 2. **Detailed Evaluation Matrix:** Present in a table the following criteria with a suggested weighting that adds up to 100%. Evaluate the supplier on a scale of 1 to 5 for each criterion and calculate a final score. - Financial Capacity (20%) - Product/Service Quality and Specifications (25%) - Delivery Times and Reliability (20%) - Market Experience and Reputation (10%) - Sustainability and Compliance (10%) - Innovation and Technology Capability (10%) - Customer Support and Service (5%) 3. **Risk Analysis:** Identify the 3 main risks of working with this supplier and suggest a mitigation plan for each one. 4. **Key Questions:** List 5 critical and specific questions I should ask the supplier during the next evaluation meeting. 5. **Reference Verification:** Suggest 3 types of references that should be requested (current clients, former clients, etc.) and what to ask them. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Claude. Also works well in ChatGPT, Gemini. Reason: best for deep qualitative supplier evaluation.

Act as a Senior Financial Analyst specialized in procurement. I need to perform a comparative Total Cost of Ownership (TCO) analysis for [PRODUCT/SERVICE] over a period of [X YEARS]. Compare the options of [SUPPLIER A] vs. [SUPPLIER B]. Use a discount rate of [DISCOUNT RATE]% to calculate the Net Present Value (NPV) of costs. The analysis should include: 1. **Comparative TCO Table:** Present a table that breaks down the following costs for each supplier, year by year and the total for the period in present value: - **Acquisition Costs:** Purchase price, licenses, etc. - **Implementation Costs:** Installation, configuration, data migration. - **Operating Costs:** Energy consumption, personnel, consumables. - **Maintenance and Support Costs:** Annual contracts, repairs. - **Training Costs:** Initial and ongoing staff training. - **Disposal Costs:** Decommissioning, recycling, penalties. 2. **Sensitivity Analysis:** Show in a second table how the total TCO would change if each supplier's operating costs increased by 15%. 3. **Substantiated Recommendation:** Based on the TCO and sensitivity analysis, recommend the most cost-effective option in the long term. 4. **Graphic Visualization:** Request the creation of a stacked bar chart comparing the total TCO of each supplier, showing the composition of their costs. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for ChatGPT. Also works well in Copilot, Gemini. Reason: best for financial tables, NPV and scenarios.

Act as a Global Negotiations Director with experience in complex deals for the [INDUSTRY] industry. Prepare a detailed negotiation plan for my next meeting with [SUPPLIER] regarding the purchase of [PRODUCT/SERVICE], with a total estimated contract value of [AMOUNT]. The plan should be structured in the following sections: 1. **Negotiation Arena Analysis:** - **Power Analysis (2x2 Matrix):** Evaluate and graph our power vs. the supplier's power, considering factors such as dependency, alternatives, and contract value. - **Motivation Analysis:** What do you think motivates the supplier beyond price? (e.g., winning an important logo, entering a new market, end-of-year targets). - **BATNA (Best Alternative to a Negotiated Agreement):** Describe our best alternative if we don't reach an agreement and how we can strengthen it before the meeting. 2. **Objectives Definition (Table):** - Present in a table the objectives for 5-7 key negotiation variables (e.g., unit price, payment terms, delivery time, warranty, service level). For each variable, define three positions: **Ideal** (what we dream of), **Realistic** (what we expect to achieve), and **Minimum Acceptable** (our limit). 3. **Tactics and Concessions Plan:** - **Opening Tactic:** How should we start the conversation to establish a collaborative but firm tone? - **Concessions Map:** List 3 concessions we are willing to make (from least to most important) and what we will ask for in return for each one. - **Key Arguments:** Provide 3 powerful, data-based arguments to justify our position on price. 4. **Objection Script:** - Anticipate 3 possible objections from the supplier (e.g., "That price is impossible", "We can't meet that delivery deadline") and write a professional and effective response for each one. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Claude. Also works well in ChatGPT, Gemini. Reason: best for strategy, objection handling and executive tone.

Act as a Supply Chain Risk Director. Prepare a risk assessment report for [SUPPLIER/CATEGORY], which is a [CRITICAL/IMPORTANT/SECONDARY] supplier for our operation. The report should contain: 1. **Risk Identification:** List at least 10 potential risks across the following dimensions: - **Financial:** (e.g., bankruptcy, financial instability) - **Operational:** (e.g., production disruption, quality failures, sub-supplier dependency) - **Geopolitical and Logistical:** (e.g., political instability in their country, tariffs, natural disasters) - **ESG (Environmental, Social, and Governance):** (e.g., negative environmental impact, poor labor practices, corruption) - **Cybersecurity:** (e.g., data breach, ransomware attack) 2. **Quantitative Risk Assessment Matrix (Table):** - Present the risks in a table. For each one, include: - **Probability (1-5):** Where 1 is very unlikely and 5 is almost certain. - **Impact (1-5):** Where 1 is insignificant and 5 is catastrophic. - **Risk Score:** (Probability x Impact). - **Priority:** (Automatically calculated as High, Medium, Low based on the score). 3. **Risk Heat Map:** - Based on the matrix above, generate a 5x5 heat map that visualizes all identified risks, using impact on the Y-axis and probability on the X-axis. 4. **Mitigation Plan for High Priority Risks:** - For each risk with "High" priority, detail in a table: - **Mitigation Strategy:** (e.g., Accept, Transfer, Reduce, Avoid). - **Specific Actions:** Concrete steps to follow. - **Responsible (Risk Owner):** The role or department in charge. - **Deadline:** Timeline to implement the action. - **Early Warning Indicator (Risk KPI):** A metric that alerts us if the risk is about to materialize. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Gemini. Also works well in Claude, ChatGPT. Reason: best for mapping multidimensional risks.

Act as a Strategic Sourcing Manager. Draft a complete RFP (Request for Proposal) for the acquisition of [PRODUCT/SERVICE]. For context, our company is [COMPANY NAME], in the [COMPANY SECTOR] sector, and we are looking for a solution for [PROJECT OBJECTIVE]. The RFP should have the following professional structure: **Section 1: Introduction and Overview** - Brief description of our company and the purpose of this RFP. - General scope of the project and objectives we seek to achieve. **Section 2: Process Timeline** - Present a table with the key dates of the process: - RFP Publication - Deadline for supplier questions - Publication of answers - Deadline for proposal submission - Evaluation period and presentations - Estimated award date **Section 3: Requirements and Specifications** - **Functional Requirements:** [List of 5-10 key functionalities the solution must have] - **Technical Requirements:** [List of 3-5 technical requirements] - **Service Requirements:** [List of 3-5 service expectations] **Section 4: Evaluation Criteria** - Describe how proposals will be evaluated. Present a table with criteria and their weighting: - Technical and Functional Requirements Compliance (40%) - Economic Proposal and Pricing Model (30%) - Supplier Experience and Case Studies (20%) - Implementation and Support Capability (10%) **Section 5: Proposal Instructions** - Specify the required format for the response. - Define the structure suppliers must follow in their proposal. **Section 6: Terms and Conditions** - Include a standard paragraph on information confidentiality (NDA). - Add a clause indicating automatic disqualification criteria. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Claude. Also works well in ChatGPT, Copilot. Reason: best for long-form RFP documents.

Act as a Market Intelligence Analyst for a company in the [SECTOR] sector. Prepare a market analysis report for the [PRODUCT/SERVICE] category in [REGION/COUNTRY]. The report should be structured as follows: 1. **Executive Summary:** A paragraph synthesizing the 3-4 most important conclusions of the analysis. 2. **Porter's 5 Forces Analysis:** - **Bargaining Power of Suppliers:** Is it high or low? Why? - **Bargaining Power of Buyers:** Is it high or low? Why? - **Threat of New Entrants:** Is it easy or difficult to enter this market? - **Threat of Substitute Products or Services:** Are there viable alternatives? - **Rivalry Among Existing Competitors:** Is competition intense or moderate? 3. **Market Overview:** - **Key Suppliers:** List in a table the 3-5 main suppliers, their estimated market share (%), and a brief description of their strengths. - **Key Trends:** Describe 3 important trends (technological, regulatory, consumer). - **Emerging Innovations:** Mention 1 or 2 innovations that could change the market in the coming years. 4. **Price Benchmarking:** - **Price Range:** Provide an estimated price range based on quality, volume, and region. - **Cost Drivers:** Explain the 2-3 main factors that determine the price. - **Benchmarking Plan:** Suggest a 3-step plan for continuous price tracking. 5. **2-Year Projection:** Offer a projection on how the market will evolve over the next 24 months. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Gemini. Also works well in ChatGPT, Claude. Reason: best for market analysis and research workflows.

Act as a Category Manager expert in the [SECTOR] sector. Prepare a strategic plan for the [SPEND CATEGORY] category, which has an annual spend of [AMOUNT] and is of [HIGH/MEDIUM/LOW] complexity for us. The plan should include the following points: 1. **Kraljic Matrix Classification:** - Analyze the category based on its business impact and supply risk. - Classify it into one of the four quadrants: **Strategic, Leverage, Bottleneck, or Routine**. - Justify the classification with 2-3 arguments. 2. **Recommended Strategy (based on quadrant):** - Based on the classification above, describe the most suitable management strategy. 3. **Current Supplier Analysis:** - Present a table with our [NUMBER OF SUPPLIERS] current suppliers in this category, the annual spend with each one, and a suggested action (e.g., CONSOLIDATE, DEVELOP, MAINTAIN, REPLACE). 4. **Savings Initiative Roadmap (Prioritized Table):** - List 3 to 5 specific initiatives to optimize the category. - For each initiative, include: - Initiative description. - Estimated Savings Potential (in $ and %). - Implementation Complexity (1-5). - Business Impact (1-5). - Priority Score (Impact / Complexity). - Sort the table from highest to lowest priority. 5. **Tracking KPIs:** - Define 3 key KPIs to measure the success of this category management. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for ChatGPT. Also works well in Claude, Copilot. Reason: best for actionable plans and prioritization.

Act as a Sustainable Procurement and ESG specialist. Conduct a sustainability assessment of the supplier [SUPPLIER], operating in the [SUPPLIER INDUSTRY] industry. Prepare a report containing: 1. **GRI-Based ESG Assessment (Global Reporting Initiative):** - **Environmental (E):** Evaluate their policies and performance in emissions management (Scope 1 and 2), water use, and circular economy. Assign a score from 1 to 10. - **Social (S):** Evaluate their practices in occupational health and safety, diversity and inclusion, and relationship with local communities. Assign a score from 1 to 10. - **Governance (G):** Evaluate their business ethics, anti-corruption policies, and transparency in reporting. Assign a score from 1 to 10. 2. **Overall ESG Score and Benchmarking:** - Calculate an average ESG score. - Compare this score with the [SUPPLIER INDUSTRY] industry average and classify their performance as **Leader, Average, or Laggard**. 3. **Risk and Opportunity Analysis (SWOT Matrix):** - Present a simple SWOT matrix (Strengths, Weaknesses, Opportunities, Threats) from the ESG perspective for this supplier. 4. **Action and Collaboration Plan:** - Identify the 2 most critical areas for improvement. - Propose an action plan with 2-3 steps that we could develop jointly with the supplier. 5. **Suggested Contractual Clauses:** - Draft two specific clauses for inclusion in our next contract: - A clause for **quarterly ESG metrics reporting**. - A clause for the **right to audit** their facilities to verify compliance. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Claude. Also works well in Gemini, ChatGPT. Reason: best for ESG reasoning and clause drafting.

Act as a Senior Attorney specialized in commercial and technology contracts. Review the contract draft for the acquisition of [SERVICE/PRODUCT TYPE] with the supplier [SUPPLIER NAME]. The contract value is [CONTRACT VALUE]. Perform a "redlining" analysis and present it in the following table format: | Original Clause (Number and Text) | Risk Level (Critical/High/Medium/Low) | Risk Summary (in plain language) | Suggested Alternative Wording | | :--- | :--- | :--- | :--- | | *Example for reference* | *High* | *"The payment term is too short and will affect our cash flow"* | *"The Client shall pay all invoices within 45 days..."* | **Instructions for the analysis:** Pay special attention to the following points and ensure your analysis covers them: - **Limitation of Liability:** Is it reciprocal and reasonable? - **Intellectual Property:** Who owns the developed work? - **Confidentiality:** Are the scope and duration adequate? - **Termination:** Can we exit the contract if the service is deficient? - **Penalties and SLAs:** Are they clear, measurable, and fair? - **Price Increases:** Are there clauses allowing unilateral increases? - **Missing Clauses:** Is there any important risk that is not covered? **[PASTE THE CONTRACT TEXT OR CLAUSES HERE]** Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Claude. Also works well in ChatGPT, Copilot. Reason: best for contract review and redlining.

Act as a Supplier Performance Manager. Design a Balanced Scorecard to manage the performance of [SUPPLIER], our supplier for the [CATEGORY] category. The result should be a detailed table with the following structure: | Perspective | KPI (Key Performance Indicator) | Weight (%) | Calculation Formula | Target | Measurement Frequency | | :--- | :--- | :--- | :--- | :--- | :--- | | **Quality** | *Ex: Product Rejection Rate* | *30%* | *(Rejected Units / Total Units Delivered) * 100* | *< 1%* | *Monthly* | | **Delivery** | *Ex: On-Time In-Full (OTIF)* | *30%* | *(Orders Delivered On Time and Complete / Total Orders) * 100* | *> 98%* | *Monthly* | | **Cost** | *Ex: Agreed Price Compliance* | *20%* | *(Actual Billing / Expected Billing per Contract) * 100* | *100%* | *Quarterly* | | **Service & Innovation** | *Ex: Internal User Satisfaction Score* | *10%* | *Satisfaction survey (scale 1-5)* | *> 4.5* | *Semi-annual* | | **Sustainability & Compliance** | *Ex: ESG Standards Compliance* | *10%* | *Annual audit result (Pass/Fail)* | *Pass* | *Annual* | **Additional Instructions:** 1. **Complete the Table:** Fill the table with at least one relevant KPI for each of the 5 perspectives, ensuring weights add up to 100%. 2. **Scoring System:** Describe a simple system to calculate an overall **"Supplier Performance Index"** from 0 to 100. 3. **Governance Plan:** Propose a meeting plan to review these KPIs (e.g., a monthly operational review and a quarterly strategic review - QBR) and define who should attend. 4. **Performance-Based Actions:** Suggest a course of action if the supplier scores < 70 and another if they score > 95. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Copilot. Also works well in ChatGPT, Gemini. Reason: best when working with Excel, PowerPoint or internal files.

Act as a Strategic Sourcing Director. Prepare a comparative analysis to decide the sourcing strategy for [PRODUCT/SERVICE]. Our company is located in [COUNTRY OF ORIGIN]. The analysis should compare three strategic options: **100% Local, 100% Global (from [GLOBAL COUNTRY]), and a Hybrid Strategy (70% Local, 30% Global)**. Present your analysis in the following sections: 1. **Comparative Analysis Table:** - Create a table comparing the three strategies (Local, Global, Hybrid) across these 8 dimensions. Use a scoring system of 1 to 5 (where 5 is best) for each cell. - Estimated Total Cost of Ownership (TCO) - Quality and Standards Compliance - Agility and Delivery Times - Supply Chain Risk and Resilience - Innovation Level and Technology Access - Sustainability Impact (ESG) - Regulatory and Customs Complexity - Ease of Communication and Management 2. **Detailed Risk Analysis:** - For the **100% Global** option, identify the 3 main risks and suggest a mitigation action for each. - For the **100% Local** option, identify the 3 main risks and suggest a mitigation action. 3. **Strategic Recommendation:** - Sum the scores from the comparative table. - Based on the total score and risk analysis, recommend the best strategy. - Justify your recommendation in a paragraph. 4. **Implementation Plan (for the recommended option):** - Describe the first 3 steps we should take to implement the strategy in the next 90 days. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Gemini. Also works well in ChatGPT, Claude. Reason: best for global sourcing and external research.

Act as a Business Continuity Manager (BCM). Develop a Supply Continuity Plan (BCP) for our supplier [CRITICAL SUPPLIER], which supplies us with [CRITICAL PRODUCT/SERVICE]. The plan should be designed to activate in a scenario of [CRISIS TYPE] (e.g., natural disaster affecting their factory, financial bankruptcy, massive cyberattack). Structure the BCP as follows: 1. **Plan Activation Criteria:** - Define 3 clear triggers that would activate this plan. 2. **Crisis Response Team (RACI Matrix):** - Create a RACI table (Responsible, Accountable, Consulted, Informed) defining roles for the following key actions: **Declare the crisis, Contact alternative suppliers, Manage internal communication, Approve emergency spending**. - The roles to assign are: **Procurement Director, Category Manager, Logistics Manager, CFO**. 3. **Immediate Response Plan (First 24 Hours):** - Describe a step-by-step action plan for the first 24 hours, including: - **Impact Assessment:** How to quantify the immediate impact on our production/operations. - **Alternative Supplier Activation:** Name of the pre-qualified alternative supplier ([ALTERNATIVE SUPPLIER]) and how to activate the backup contract. - **Inventory Management:** How to use our safety stock of [INVENTORY LEVEL] to cover the gap. - **Communication Plan:** A draft internal communiqué for the Operations and Sales teams. 4. **Recovery Strategies (Medium Term):** - Describe 2-3 strategies to stabilize supply after the first 24 hours. 5. **Preventive Measures:** - Suggest 3 measures we can implement now to reduce the probability or impact of a future disruption. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Gemini. Also works well in Claude, ChatGPT. Reason: best for continuity planning, scenarios and external signals.

Act as a Senior Procurement Digital Transformation Consultant. Prepare a proposal to digitalize and automate our [SPECIFIC PROCESS] process (e.g., Procure-to-Pay, Contract Management, Sourcing). Our company is in the [SECTOR] sector and has approximately [NUMBER OF EMPLOYEES] employees. The proposal should contain: 1. **"As-Is" Process Diagnosis (How It Is Today):** - Describe a typical manual workflow for this process in a company like ours. - Identify in a table the 5 most common "pain points" of this manual process. 2. **"To-Be" Process Vision (How It Should Be):** - Describe a new optimized and digitalized process workflow. - For each "pain point" identified before, explain how the new process solves it. 3. **Technology Recommendations:** - Suggest a "stack" or set of 2-3 types of technologies (without mentioning specific brands) that would enable the new process. 4. **Benefits Analysis (instead of ROI):** - Present in a table the expected benefits, divided into: - **Quantitative:** (e.g., Cycle time reduction by X%, Savings from error detection). - **Qualitative:** (e.g., Greater spend visibility, Improved team morale). 5. **Phased Implementation Roadmap:** - Propose a realistic implementation plan in 3 phases (e.g., Phase 1: Pilot, Phase 2: Deployment, Phase 3: Optimization), with an estimated duration for each phase. 6. **Change Management Plan:** - Suggest 3 key actions to ensure employees adopt the new process. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Copilot. Also works well in ChatGPT, Claude. Reason: best for corporate adoption and Microsoft 365 workflows.

Act as a Spend Analysis expert. Analyze the following spend data from our company for [PERIOD]. The objective is to identify savings opportunities and improve management. **Instructions:** 1. **Paste your spend data below**, using a simple format of Category, Total Spend, Number of Suppliers. If you don't have the data, I'll use a representative example for a company in the [SECTOR] sector. **[PASTE YOUR DATA HERE. EXAMPLE:]** Software and Licenses, $2,500,000, 15 Marketing Services, $1,800,000, 32 2. **Perform the following analysis:** **a. Spend Summary and Visualization:** - Calculate total spend and total number of suppliers. - Generate a **Pareto chart (80/20)** showing what percentage of categories represents 80% of the spend. **b. Diagnosis and Opportunities:** - **"Long Tail" Analysis (Tail Spend):** Identify categories with low spend but many suppliers. - **Consolidation Opportunities:** Point out the 2-3 categories with the greatest potential for supplier consolidation. - **"Maverick" Spend Identification:** Identify categories with more than 10 suppliers that have a high degree of off-contract spending. **c. Prioritized Savings Roadmap:** - Create a table with 3 to 5 concrete savings initiatives with: Initiative, Category, Savings Potential (USD), Complexity, Implementation Quarter. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Copilot. Also works well in ChatGPT, Gemini. Reason: best for spend analysis with spreadsheets.

Act as a Supplier Relationship Management (SRM) Director. Design a strategic collaboration program for our supplier [STRATEGIC SUPPLIER]. This supplier is fundamental to our [CATEGORY] category and represents an annual spend of [AMOUNT]. Design the program in the following modules: 1. **Governance and Communication Model:** - Propose a meeting structure in a table with: Meeting Type, Frequency, Key Attendees, Main Purpose. 2. **Alliance Scorecard (Partnership Scorecard):** - Define 4 KPIs that measure the health of the relationship: - Collaboration Level (1-10) - Value Generated by Innovation ($) - Agility and Flexibility (1-10) - Strategic Alignment (Yes/No) 3. **Joint Innovation Plan (Joint Business Plan):** - **Shared Objectives for the Next 18 Months** - **Key Initiatives:** The top 2-3 - **Committed Resources:** What each party will contribute 4. **SRM Program Implementation Plan (First 100 Days):** - Day 1-30: Launch workshop - Day 31-60: Establish governance - Day 61-100: First innovation workshop Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Claude. Also works well in ChatGPT, Gemini. Reason: best for executive communication and supplier relationships.

Act as a Supply Chain Risk Director. Map the risks of my supply chain for [PRODUCT/CATEGORY], which depends on suppliers in [COUNTRIES/REGIONS] and serves customers in [MARKETS]. Lead time from main supplier: [LEAD TIME]. Current inventory coverage: [WEEKS OF COVERAGE]. Build the analysis in 5 blocks: 1. **Supply Chain Map:** Reconstruct the chain in a table: Tier 1 suppliers, known Tier 2 dependencies, logistics nodes (ports, borders, warehouses), and the customer-facing stage. Flag every SINGLE POINT OF FAILURE. 2. **Risk Register:** For each node, list the top risks (geopolitical, weather/climate, port congestion, FX, regulatory, supplier financial health, cyber). Score each risk: Probability (1-5) × Impact (1-5), and rank the top 10. 3. **Early-Warning Indicators:** For the top 5 risks, define a measurable leading indicator, its data source, and the threshold that should trigger action. 4. **Mitigation Playbook:** For the top 5 risks, propose: preventive action (before), contingency action (during), and recovery target (after). Include dual sourcing, safety stock, nearshoring or contract levers where they apply, with rough cost-benefit logic. 5. **30-Day Plan:** The 5 concrete actions to start this month, each with owner and expected output. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for ChatGPT. Also works well in Claude, Gemini. Reason: best for structured supply chain risk mapping and mitigation playbooks.

Act as a Logistics Procurement Manager. Build a complete freight RFP to tender [TRANSPORT MODE: FTL/LTL/ocean/air/parcel] for [ANNUAL VOLUME] across these lanes: [ORIGIN-DESTINATION LANES]. Contract duration: [DURATION]. Incoterms: [INCOTERMS]. The RFP must include: 1. **Company and Freight Profile:** Business context, product type, handling requirements (temperature, hazmat, fragility), seasonality peaks. 2. **Lane Matrix (table):** Origin, destination, mode, estimated annual volume per lane, current transit time, required transit time. Ask bidders to quote per lane. 3. **Rate Structure Required:** Base rate per lane, fuel surcharge mechanism (linked to a public index), accessorials price list (detention, liftgate, storage, re-delivery), and annual increase caps. Demand all-in comparability. 4. **Service Requirements:** OTIF target, tracking/visibility requirements, claims ratio ceiling, insurance coverage, escalation contacts and response times. 5. **Evaluation Criteria (weighted):** Cost (40%), service history and OTIF (25%), network coverage and capacity (15%), technology and visibility (10%), sustainability (10%). Adjust if I indicate different priorities. 6. **Process Timeline:** Q&A window, bid deadline, negotiation rounds, award date, implementation/transition plan. 7. **Carrier Questionnaire:** 10 questions that expose real capacity, subcontracting practices and financial stability. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Claude. Also works well in ChatGPT, Copilot. Reason: best for long freight RFP documents with lane tables and terms.

Act as a Sourcing Manager evaluating RFP responses. I will share [NUMBER] proposals received for our RFP for [CATEGORY/SERVICE]. Evaluation criteria and weights from the RFP: [CRITERIA AND WEIGHTS — or ask me to confirm defaults]. For the review: 1. **Compliance Check:** Table showing, per bidder, whether they answered every mandatory section, accepted commercial terms, and quoted the requested structure. Flag every deviation or exception taken. 2. **Normalization:** Put all economic proposals on the same basis (same volume, currency, term, included services). List every assumption you make. Where a bidder did not quote an item, mark "NOT QUOTED" — never estimate it. 3. **Scoring Matrix:** Score each bidder per criterion (1-10) with a one-line justification per score citing their proposal text. Compute weighted totals. 4. **Sensitivity:** Show how the ranking changes if cost weight increases 10 points (fast check that the winner is robust). 5. **Clarification Questions:** For the top 2 bidders, list the questions to resolve before award (gaps, ambiguities, risky exceptions). 6. **Award Recommendation:** Winner, runner-up, negotiation levers to use with each, and what to communicate to the losers. Before answering, validate assumptions, identify missing data, and explain relevant limitations. Respond in an executive format with tables where useful, explicit decision criteria, actionable next steps, and a final "Follow-up questions" section. Optimized for Claude. Also works well in ChatGPT, Gemini. Reason: best for side-by-side proposal review and scoring rationale.