One AI freight demo, six modes: which workflows actually hold?

Key Takeaways

A six-mode demo is only useful if its depth matches your own mode mix: run the modes that carry your volume and coordinator time in full, and spot-check the rest.
Weight each mode by two numbers from your own records: share of shipments and share of coordinator follow-up. They rarely line up.
Five things genuinely differ by mode: documents, appointments, tracking source, parties and accessorials. Ask to see those on your data, not a generic walkthrough.
Four things must not differ: approved carriers, approval rules, the shipment record and escalation. Check each one once per mode.
Wilson, by Cartage, supports LTL, FTL, parcel, ocean, drayage and cross-border freight under one set of controls; in cross-border it coordinates documents and follow-up and does not clear customs.

How should you judge six-mode coverage against the freight you actually ship?

Judge it by weight, not by count: give demo time to modes in proportion to how much of your volume and follow-up they carry, check the mode-specific details on those modes, and confirm the controls stay identical everywhere. Six supported modes means little if the two that run your week get the same ten minutes as the one you use twice a quarter.

Most multimodal demos are shaped by the vendor's strongest mode, not yours. A distributor shipping mostly LTL with steady import containers needs LTL and drayage to go deep; a daily exporter to Mexico needs cross-border to hold.

Arrive with your mode mix written down. For a failure-by-failure plan per mode, see the six-mode failure test; the worksheet below decides which modes deserve that depth and how much a weak result in each should count.

A four-step way to weight a multimodal demo

Build the weights from last quarter's freight before the demo, then let them set the agenda.

Pull your mode mix. Count last quarter's shipments by mode from the ERP, shipping log or carrier invoices. Then ask the team for a rough split of follow-up (emails, calls, portal checks) by mode.
Flag the outliers. Mark any mode that is low in volume but high in consequence: time-critical customer orders, high-value freight, or a lane where one delay stops a production line.
Assign a demo depth to each mode. Use three levels. Full run: a real order from your data, taken from order to delivery record, with one realistic problem. Spot check: the vendor shows the mode-specific steps on your order type but not the full lifecycle. Scope question: a written answer on what is supported, verified later.
Fix the constants before anything runs. Write down the approved carriers per mode, the approval limits and who gets notified. Those stay the same across every mode in the session, so any difference you see comes from the software.

What genuinely differs from one mode to the next

Five elements change by mode, and a credible demo should show each of them on your shipments rather than describe them in general.

Documents. LTL and FTL run on bills of lading and rate confirmations. Parcel runs on labels and tracking numbers. Ocean adds the carrier's or forwarder's booking confirmation and bill of lading. Cross-border adds a commercial invoice and packing list, usually prepared by the shipper or its broker.
Appointments. FTL and LTL need pickup windows and, often, delivery appointments with the consignee. Drayage depends on when the container is available at the port or rail yard and when the receiving dock can take it. Parcel usually has a scheduled pickup.
Tracking source. LTL tracks by PRO number through terminals. FTL may have GPS or ELD data, or only a dispatcher who answers email. Ocean moves on vessel milestones. Drayage status often comes from the drayage carrier directly.
Parties. FTL is often shipper, carrier and consignee. Ocean and drayage add a forwarder, a steamship line, a drayage carrier and sometimes a warehouse. Cross-border adds the customs broker.
Accessorials. LTL invoices carry reclassification, liftgate and residential charges. FTL carries detention and layover. Drayage carries chassis, storage and waiting time.

For the capability list per mode, see what the software must cover per mode. For your heavily weighted modes, ask to see these five elements on your own order, carrier and lane.

What must stay the same, and how to read the results

The mode-specific details should change; the controls should not. Check four constants once in every mode you run:

Approved carriers. The system tenders only carriers you approved for that mode and lane, and escalates when none accepts.
Rules and approval limits. A rate above the limit routes to the same person whether the freight is a drayage move or a truckload.
The record. Messages, confirmations and changes land on the shipment in the same place.
Escalation. When a step falls outside the rules, the request says what happened, what was attempted and what decision is needed, in every mode.

Then apply these decision rules to the results:

A heavy mode that was only narrated is a stop. If a mode that carries a large share of your shipments or follow-up was described rather than run, ask for a second session on that mode.
An outlier mode can veto. A partial result on a low-volume, time-critical mode can outweigh a clean run elsewhere.
Light modes need a written scope. For spot-checked modes, get the supported steps in writing.
Keep adjacent jobs out of the score. Customs clearance belongs to the broker; verify any such claim separately.

The mode-mix weighting worksheet

Fill in the first three columns before the demo and the last two right after it. Illustrative numbers for a distributor that ships mostly LTL and FTL, imports by ocean and exports a little to Canada.

Mode	Share of shipments (illustrative)	Share of follow-up (illustrative)	Weight and demo depth	Shown on your data?
LTL	48%	35%	High: full run	Class inputs, PRO tracking, invoice vs. booking
FTL	22%	20%	High: full run	Pickup window, tender to approved carriers, detention
Parcel	18%	5%	Low: spot check	Pickup, tracking, exception on one package
Ocean	6%	15%	Medium: spot check	Booking confirmation, milestone change, who gets told
Drayage	4%	15%	Medium, outlier: full run	Container availability, delivery appointment, chassis charges
Cross-border	2%	10%	Medium: spot check	Broker follow-up on a returned document

How to use it:

Weight by the higher of the two shares. Parcel is a large share of shipments but a small share of follow-up, so it gets a spot check. Drayage is small but follow-up-heavy and tied to production, so it gets a full run.
Score each row: ran cleanly, ran with an approval step, ran with gaps, or not shown. Gaps on LTL are a serious finding; on parcel, a note.
Add one constants line under the table: same approved carriers, same limits, same record and same escalation path in every row, yes or no.

How Wilson, by Cartage, fits a weighted six-mode evaluation

Wilson, by Cartage, is an AI logistics agent that replaces the TMS for freight execution and supports LTL, FTL, parcel, ocean, drayage and cross-border freight with the same controls in each mode. For the category itself, see what an AI logistics agent is.

Orders come in the way you already send them: ERP feed, scheduled file drop, spreadsheet, email or API.
The constants hold by design. Wilson tenders the customer's approved carriers first in every mode. Cartage can introduce additional capacity, but the customer approves any carrier before Wilson uses it, and if no approved carrier accepts, Wilson escalates. Approval limits are customer-configured, and Wilson starts with assisted execution.
Tracking follows the best source per load: carrier API, GPS/ELD where available, the carrier website by PRO number, and email or calls when those don't answer.
Records are shared across modes. Messages, confirmations and changes are recorded in each shipment's history, and carrier invoices are audited and reconciled against what was booked before payment from the Wilson Wallet under approval rules.
Cross-border is coordination, not clearance. Wilson is not a customs broker. It coordinates freight documents and follows up with the customer's broker, carriers and forwarders.

What Wilson can execute on a lane depends on the carriers and partners on it, which is why the worksheet scores your data. Most teams start on a few lanes in their heaviest mode and add modes from there. Bring your shipment counts by mode and one real order from each of your two most heavily weighted modes, and see Wilson run them under one set of carrier and approval rules.