How to run an AI agent readiness assessment in a logistics company

Assess the shipment exceptions desk first: the people who chase delays, rebook deliveries and answer "where is my parcel". Test them on concepts set in logistics, especially provenance of scans and redirect requests. Read the report by concept. It decides whether the first agent drafts customer updates or rebooks deliveries, and which gap to close first.

What is the assessment for in a logistics company?

Logistics runs on events: a scan at a depot, a failed delivery, a customs hold, a damaged pallet. Agents are well suited to watching those events and acting on the routine ones, such as rebooking a failed delivery within the customer's chosen options or drafting a proactive delay notice. The people who review them work fast, often in a control room that runs around the clock.

The risk is speed. A team that approves held actions at the pace it clears scan exceptions will approve the one that matters, such as a consignment redirect requested by email, without reading why it was held. The assessment checks whether the team understands what it is approving. The head of customer operations or the control room manager owns it. For the concept, see what a readiness assessment is.

Who should take it?

One desk of up to 25 people, chosen by where the first agent will work:

• Exceptions and control room staff, across day, night and weekend shifts.
• Customer service advisers who answer shipment enquiries.
• The claims handler for loss and damage, who will see the consequences of wrong decisions.
• A team leader with authority over redirects and high-value consignments.

Warehouse and driver teams rarely review agent output at first. They come later, if at all. The question of order is covered in who in a logistics company needs AI agent training first.

The steps

1. Person (control room manager): chooses the desk and lists actions the agent will never take alone, such as redirecting a high-value consignment or releasing goods held by customs.
2. Person (control room manager): asks for the test set in logistics.
3. Person (each member): sits the test alone, with sittings on every shift.
4. Person (control room manager and claims lead): read the report by concept.
5. Person (head of customer operations): chooses the first agent and its depth. A typical first agent drafts delay notices at depth 2; rebooking within customer options at depth 3 comes later.
6. Person (shift leaders): train the weakest concept in handover briefings.
7. Agent, depth 1: watches live exceptions in shadow, proposing the action it would take, while the team compares with what it did.
8. Person (cohort): reassesses before the agent drafts customer-facing messages.

What does the test usually find in logistics?

Redirect requests. A redirect is a known fraud route: an email asks to send a consignment to a different address. In governed terms the email is external, the shipper's booking system is sealed, and a request through the authenticated customer portal is signed. Many staff treat a polite email from a plausible address as good enough. The agent will hold it. The question is whether the reviewer releases it.

Proof of delivery. A driver's scan and photo are signed by the carrier; a customer's statement that nothing arrived is declared. Neither settles the matter alone. Teams that score poorly here will either refund every claim or refuse every claim, and the agent's drafts will reflect whichever habit the team corrects it towards.

Depth by capability. Staff often expect one agent to have one depth. In practice the agent may rebook deliveries at depth 3 but only draft credits for late delivery at depth 2. The test shows whether people can read which depth applied to the action in front of them.

What does the report change?

It chooses the first capability. A desk weak on redirects should start with an agent drafting delay notices, which carry little fraud risk, and keep redirects with a person for longer.

It shapes night cover. If night shift scores lowest, the agent stays at depth 2 overnight until they train.

It informs claims. If the claims handler sees that the team misreads proof of delivery, claims guidance and the agent's brief can be aligned before go-live.

What evidence should the company keep?

The never-do list for the desk.

The report by concept and shift.

The first-agent decision and reasons.

The reassessment before customer-facing drafts.

What should the control room manager measure?

• Scores by concept for each shift.
• During shadow, held redirect requests the team would have released, and why.
• After go-live, delivery claims where the agent's draft and the claims outcome disagreed.

Where does it go wrong in logistics?

Testing at peak. Running the assessment in the run-up to a seasonal peak guarantees rushed answers.

Leaving out nights. The control room is busiest with fewest supervisors overnight.

Starting with redirects because they are slow. They are slow for a reason. Automate the safe work first.

Payment companies share the redirect and instruction-fraud problem in a different form; see the payment company version. For a comparison with a firm that holds client money, see the wealth manager version. The readiness assessment report template gives a format, and the topic guide is training teams for AI agents.

Where the Academy fits

Pryme Intelligence Academy's free readiness assessment covers teams of up to 25, with the Foundations test set in the team's own industry. Lessons can be listened to as audio, which helps control room staff on rotating shifts learn without leaving the desk for long.