Which metric should an AI logistics pilot use first?
Choose the metric attached to one decision. A route pilot can use distance and cost per delivered order, but it should also protect on-time and first-attempt delivery performance.
Measured AI logistics
Seven formulas for testing whether AI changes shipping cost
Start by separating operating cost, delivery service, and customer price. These seven canonical metrics define the numerator, denominator, fictional worked example, review checks, and attribution boundary needed for a route, demand, allocation, or exception pilot.
Measurement dictionary
Formula
Cost per shipped order
Calculate logistics cost per order released for shipment, define eligible costs consistently, and compare an AI pilot without confusing shipment with delivery.
Cost per shipped order = eligible logistics cost / shipped orders
Formula
Cost per delivered order
Measure eligible logistics cost per successful delivery and use the result with service metrics when testing route optimization or AI planning.
Cost per delivered order = eligible logistics cost / successfully delivered orders
Formula
On-time delivery rate
Calculate on-time delivery against a frozen promise definition and prevent a route-cost pilot from degrading customer service.
On-time delivery rate = on-time delivered orders / eligible delivered orders x 100
Formula
First-attempt success
Measure orders delivered on the first eligible attempt, classify failure reasons, and test whether AI recommendations reduce redelivery work.
First-attempt success = first-attempt deliveries / eligible first-attempt orders x 100
Formula
Distance per delivered order
Measure operated distance per successful delivery while controlling for route mix, geography, service level, and failed attempts.
Distance per delivered order = actual operated distance / successful deliveries
Formula
Planning time per route
Measure active planner minutes per released route and test whether AI or optimization reduces administrative work without increasing correction time.
Planning time per route = active planning and review minutes / routes released
Formula
Average customer shipping price
Calculate the average shipping charge paid by customers and test whether operating savings were actually passed through on comparable orders.
Average customer shipping price = net customer shipping charges / charged orders
Minimum pilot contract
- Choose one decision, route population, region, and service level.
- Freeze definitions and at least four weeks of baseline data.
- Run recommendations in shadow mode before live control.
- Compare cost, service, failure, and customer-price measures together.
- Inspect worst cases and segment changes before attributing impact.
Evidence boundary
Every worked example is fictional and demonstrates arithmetic only. These pages do not provide a benchmark, promise a saving, recommend a vendor, establish causality, or replace operational, privacy, legal, accounting, or safety review.
Frequently asked questions
Does a lower logistics metric prove AI caused the improvement?
No. Use a frozen baseline, comparable route and order segments, a controlled or shadow-mode pilot, and a review of fuel, rates, mix, weather, promotions, and exclusions.
Are operating cost and customer shipping price the same?
No. Operating cost is what the company spends; customer shipping price is what the buyer is charged. Commercial policy determines whether savings are passed through.