AI Prompts for Logistics

for the period of July 1, 2026, to September 30, 2026. The key performance indicators (KPIs) we track are: - On-Time Pickup (OTP): Target is >=98% - On-Time Delivery (OTD): Target is >=95% - Tender Acceptance Rate: Target is >=95% - Cost per Shipment vs. Benchmark: Target is <=105% of benchmark - Damage/Loss Rate: Target is <=0.5% of total shipments **DATA:** The CSV has the following columns:

summarizing the key discussion points and agreed-upon action items from our QBR today. **CONTEXT:** We just concluded our Q3 2026 QBR. The key outcomes were: - **Acknowledged Strengths:** OTP performance was strong at 99%. Tender acceptance remains excellent. - **Areas for Improvement:** OTD performance was 93.2%, below our 95% target. The primary cause was identified as delays at the

lane using the provided data. **DATA:** - **Carrier A Data (

. **ACTION:** 1. For each SKU, calculate the Absolute Error (

[[Product Category, e.g., 'Seasonal Decor']]

(8 days from now) **ACTION:** 1. Calculate the "Days of Supply" remaining (

RFP. **CONTEXT:** We need a structured, objective way to compare bids. The evaluation criteria, in order of importance, are: 1. Cost (Price per shipment/mile). 2. Service Level (Guaranteed transit time, OTD commitment). 3. Technology & Visibility (API integration capabilities, real-time tracking platform). 4. Carrier Stability & Experience (Years in business, references, financial health). 5. Sustainability Initiatives (Fleet emissions reporting, EV/alt-fuel options). **ACTION:** 1. Create a markdown table to serve as the evaluation scorecard. 2. Assign a weight to each of the 5 criteria. The weights must sum to 100%. (e.g., Cost: 40%, Service: 25%, Tech: 20%, Stability: 10%, Sustainability: 5%). 3. For each criterion, define a 1-5 scoring rubric. For example: - **Cost (40%):** 5 = >10% below benchmark; 4 = 5-10% below; 3 = at benchmark; 2 = 5-10% above; 1 = >10% above. - **Technology (20%):** 5 = Full API integration & real-time portal; 3 = Portal only; 1 = Manual updates. 4. Include columns for

) and summarize its key points against our evaluation scorecard criteria. **CONTEXT:** You are using the scorecard created in the previous prompt. You need to extract the relevant information from the vendor's 50-page PDF and map it to our 5 evaluation criteria. **ACTION:** For each of the 5 criteria (Cost, Service, Tech, Stability, Sustainability), perform the following: 1. Find the relevant section in the vendor's proposal. 2. Extract the vendor's specific claims or data points. 3. Present the findings in a structured list. **Example Output Format:** * **Cost (Weight: 40%):** * Proposed price:

and have selected another provider. We want to maintain a good relationship with the unsuccessful bidder for future opportunities. **ACTION:** Write an email to

. **CONTEXT:** We are considering a new supplier,

days. This port is a critical hub for our inbound components from Asia. **ACTION:** Write a concise, factual alert for internal distribution to the S&OP team, procurement, and customer service leads. The alert must include: 1. **Subject Line:** "ALERT: Potential Disruption at

[Paste news article text about a factory fire, a new trade tariff, a regional conflict, etc.]

- **Route Plan (from optimization software):** - Total Stops:

- **Planned Data:** - Planned Start Time: 08:00 - Planned End Time: 14:27 - Planned Miles: 85 - Planned Stops: 18 - **Actual Data (from telematics):** - Actual Start Time: 08:15 - Actual End Time: 15:30 - Actual Miles: 92 - Actual Stops Completed: 18 - Telematics Log Notes: "Unusual traffic on I-5 from 10:15-10:45 AM due to accident. Stop 7, customer not ready, 20 min delay." **ACTION:** 1. Calculate the variance for duration, miles, and start time. 2. Present a comparison in a markdown table:

[[e.g., 'Dynamic Replenishment Optimizer v2.1']]

[picker_name, orders_picked, lines_picked, picking_errors, hours_worked, receiving_discrepancies, cycle_count_adjustments]

Act as a warehouse safety manager. A minor safety incident occurred today. Using the following details, draft a formal, no-blame incident report. The goal is to identify root causes and corrective actions, not to punish the individual. **Details:** * **Employee:** John Doe * **Date/Time:** September 3, 2026, 10:15 AM * **Location:** Aisle B-12 * **Incident:** Employee was observed operating a forklift while trying to use a handheld scanner at the same time, a violation of our "eyes and hands on controls" policy. He nearly collided with a pallet rack. No injury or damage occurred. * **Immediate Action Taken:** Shift supervisor spoke with the employee, who stated he was "in a rush to finish a hot order." The employee was reminded of the policy and resumed work safely. **Report Structure:** 1. **Incident Summary:** (Date, time, location, brief description) 2. **Analysis of Root Cause(s):** (Consider contributing factors beyond human error, such as production pressure, inadequate equipment placement, etc.) 3. **Recommended Corrective and Preventive Actions (CAPA):** (Suggest concrete, actionable steps to prevent recurrence. e.g., "Review pick-pathing for hot orders to minimize travel," "Hold a 5-minute toolbox talk on forklift safety at the start of each shift for one week.")

Act as a supply chain analyst. I will provide you with structured data for three of my main freight carriers: Carrier A, Carrier B, and Carrier C. Data: - **Carrier A:** On-Time Pickup: 92%, On-Time Delivery: 88%, Damage Rate: 1.5%, Average Cost/Mile: $2.10, Tender Acceptance Rate: 95% - **Carrier B:** On-Time Pickup: 98%, On-Time Delivery: 96%, Damage Rate: 0.5%, Average Cost/Mile: $2.45, Tender Acceptance Rate: 85% - **Carrier C:** On-Time Pickup: 85%, On-Time Delivery: 82%, Damage Rate: 2.5%, Average Cost/Mile: $1.85, Tender Acceptance Rate: 98% Based on this data, create a carrier performance scorecard in a markdown table. Add a "Weighted Score" column. The weighting for each KPI is: On-Time Delivery (40%), Cost/Mile (30%), Tender Acceptance (15%), On-Time Pickup (10%), Damage Rate (5%). Calculate the weighted score for each carrier and rank them from 1 to 3. Then, provide a one-paragraph summary of your recommendation for our next quarterly business review (QBR).

I am evaluating three proposals for a new warehouse management system (WMS). I need to draft an internal memo comparing them. Here are my notes: - **Vendor X:** Strongest on core inventory management and picking optimization. Integrates well with our existing ERP. Pricing is highest at $150k/year. User interface feels dated. - **Vendor Y:** Best-in-class for robotics integration and automation support. Pricing is moderate at $120k/year but requires a separate $50k integration project. Modern UI. We don't have robots yet but plan to in 3 years. - **Vendor Z:** Lowest price at $80k/year. Cloud-native and easy to use. Lacks advanced features for labor management and slotting optimization that we need. Good for smaller operations. Using this information, write a 200-word summary comparing the three vendors. Structure it with a recommendation for which vendor to proceed with for a final demo, justifying your choice based on a balance of current needs and future scalability. Frame the choice between Vendor X and Vendor Y.

I need to assess the risk of a potential new supplier located in a specific region. **Supplier:** "Global Components Ltd." **Location:** Coastal region in Southeast Asia, known for its monsoon season from June to October. **Product:** Custom microchips, essential for our flagship product. **Information:** They are a single-source supplier for this component. Lead time is 22 days by ocean freight. Based on this, generate a list of 5 potential supply chain risks associated with this supplier. For each risk, suggest one specific mitigation action I could take. Present this in a two-column table with "Risk" and "Mitigation Action".

My AI forecasting tool has predicted a 40% increase in demand for SKU #ABC-123 next quarter. I need to understand if this is reasonable. Here is the context: - **SKU #ABC-123:** A high-end consumer electronic device. - **Historical Data:** Sales have been flat for the past 6 quarters. - **Market Intel:** A major competitor just launched a similar product at a 20% lower price. Our marketing team has no major promotions planned. Write a short email (under 150 words) to my demand planning team questioning the AI's forecast. Ask them to investigate three specific potential drivers that could have caused this forecast spike (e.g., data anomaly, model error, unaccounted-for market signal) and to report back with their findings.

Act as a fleet safety manager. Based on telematics data that tracks harsh braking, speeding events, and mobile phone use, draft a new quarterly safety bonus policy. The policy should clearly define the performance tiers (e.g., "Elite," "Professional," "Standard"), the specific metrics and thresholds for each tier, and the corresponding bonus payout. The tone should be positive and focused on rewarding safe driving.

- **Vehicles:** Truck 05, Truck 07 - **Depot (Start/End):** Main Warehouse - **Stops:** 45 imported orders - **Driver Schedule:** 8:00 AM - 5:00 PM, with 1-hour mandatory lunch - **Constraints:** - Stop #14 (Major Retailer DC): Must arrive between 9:00 AM - 11:00 AM - Vehicle "Truck 07": Max capacity 15,000 lbs - **Optimization Goal:** Minimize travel time