McAi

Industry

Logistics & mobility

Freight, ports, rail, and urban mobility — the physical network that AI makes legible.

Where we start

Logistics is a coordination business in which the assets are expensive, the schedules are interdependent, and the exceptions are the job.

AI's contribution is less about autonomous vehicles than about making the network legible: predicting disruption, replanning continuously, and pricing the cost of changing a plan against the cost of keeping it.

We typically start with a single corridor or terminal, prove the replanning economics, then extend across the network.

Typical results

-31%
expedited freight cost, industrial group
+11%
terminal throughput per berth-hour
daily
replanning cadence replacing monthly cycles

Illustrative client outcomes, representative of engagements in this sector.

Talk to this practice

How we help

Network planning

Continuous replanning that trades the cost of change against the cost of a stale plan.

Terminal and yard

Yard, berth, and gate optimisation with measurable throughput and dwell effects.

Fleet and assets

Utilisation, maintenance, and driver or crew rostering under regulatory constraints.

Customer service

Proactive exception communication that reduces inbound contact volume.

Evidence

What this looks like in practice

-31%
expedited freight cost, industrial group
+11%
terminal throughput per berth-hour
daily
replanning cadence replacing monthly cycles

Related insights

Next step

Bring us your logistics & mobility problem

A ninety-minute working session is usually enough to agree the baseline, the owner, and the first evidence gate.