Each hub optimises itself, so the network as a whole carries empty trips, late linehauls and avoidable breakdowns. Network planners get a nightly view of volume, routes, drivers and fleet health, so fixes happen before the first truck leaves.
A worked example for a typical Malaysian National 3PL, not a description of any real company. Go through the six stages in order: paste each prompt into Claude, check the answer against how your business really works, then continue. Change the profile at the start to match yours.
Stage 1 of 6
Map how the operation really runs
Act as an operations consultant. I run a National 3PL in Malaysia. Profile: A Malaysian third-party logistics provider — 12 hubs, ~1,500 vehicles, e-commerce parcels plus contract warehousing and cross-border to Singapore and Thailand.
Interview me, one question at a time, to map how decisions actually get made today. Cover: the recurring meetings and reports, who decides what, which numbers people trust, and where decisions are late or made on gut feel.
Known friction: Low cost vs. On-time arrival; Full trucks vs. Room for surges; Driver rest vs. Peak orders; Own trucks vs. Hired trucks; Expanding vs. Hubs at capacity.
After 8 to 10 questions, summarise the five decisions that cost us the most when made late, in a table: decision, current owner, current delay, cost of delay.
Stage 2 of 6
Design the specialist agents
Using the decision map above, design 5 specialist AI agents for our National 3PL: Volume Outlook, Route Planning, Driver Cover, Vehicle Health, Hub Mix.
For each agent give: the one question it answers every day, the data it reads, what it may recommend, what it must never do alone, and the format of its output.
Starting points for what each should watch:
- Volume Outlook: parcel and pallet volumes, customer surges, rate cards vs. cost-to-serve
- Route Planning: route plans, load factors, hub congestion, delays
- Driver Cover: driver availability, hours compliance, turnover
- Vehicle Health: maintenance due, fuel use, downtime, EV trials
- Hub Mix: hub utilisation and margin, expansion and consolidation cases
Keep every agent narrow. If an agent covers two jobs, split it.
Stage 3 of 6
Wire up data and compliance
For the agents above, list the data feeds needed. Likely systems: TMS and WMS; Telematics and fuel cards; Driver roster and attendance; Customer contract and rate data.
Output a table per agent: field, source, how often it refreshes, data-quality risk, and what the agent should do if the feed is stale or missing. Mark every personal-data field and say how to minimise it.
Rules we operate under: Land Public Transport Agency and JPJ rules, driver working-hour limits, customs requirements for cross-border lanes, and PDPA 2010 for recipient data.
End with a short list of actions that always need human sign-off.
Stage 4 of 6
Design the morning brief
Design the single daily brief that pulls the 5 agents together for the CEO, ready before the first meeting of the day.
Specify how the brief merges overlapping or conflicting recommendations, how it ranks items (impact, urgency, reversibility, confidence), and the exact fields per item: what to decide, recommended action, evidence, owner, deadline, and the cost of doing nothing.
Then write a realistic sample brief of five items. Items might resemble: Add two linehaul trips KL to Penang tonight — volume is 22% above plan / Pull Truck 318 for service before it fails on the long-haul lane / Re-quote the contract customer whose cost-to-serve rose 14%.
Stage 5 of 6
Build and automate it
Turn the design into a working automation for our National 3PL.
Needs: a scheduled daily run; the 5 agents run in parallel and each saves structured JSON; a final step reads them all and sends the brief by email or chat; every run is logged with inputs, outputs and cost.
Propose the build with Claude plus a workflow tool (for example n8n or the Claude Agent SDK). Give the steps in order, what happens when a data feed fails, and a human-approval step before anything that spends money or makes a customer commitment.
Stage 6 of 6
Roll out and measure
Write a rollout plan for the National 3PL agent team that starts small and earns trust.
Stage 1: one agent, advisory only, run alongside the current process. Stage 2: add the other agents. Stage 3: switch on the daily brief. Stage 4: let agents prepare low-risk actions for approval.
For each stage give duration, owners, what "ready to move on" means, and the metrics to track: time to decision, how often recommendations are accepted, hours saved, and errors caught. Close with the three biggest risks and how we contain them.
