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Bring one LTL load to the demo
Key Takeaways
The best LTL demo follows one of your own loads from quote to POD, not a vendor's sample shipment.
8 stages show whether software does the work: class, quotes, booking, BOL and labels, pickup confirmation, tracking, POD and invoice audit.
Freight class is the stage most demos skip, and it drives both the quote and the invoice.
Wilson, by Cartage, is an AI logistics agent that runs LTL loads from class to payment, using the company's SKU catalog, approved carriers and approval rules.
Bring the real paperwork: the order, the SKU data, the quotes you got and the carrier's invoice.
Why do LTL demos skip the hard parts?
A distributor sits through an LTL software demo. The sample shipment has a clean class, three instant quotes and an on-time delivery. The distributor's real loads have mixed SKUs, a pallet count that changed, a carrier that reclassified last month and an invoice still in dispute. None of that shows up in the demo.
LTL demos skip the hard parts because sample loads are built to work, and the real problems (class, reconfirmation, reclassification and audit) only show up on a real load.
Class got harder recently: according to Transport Topics, the NMFC moved many items to a 13-subprovision density scale on July 19, 2025, so weight and dimensions matter more than before.
What should one LTL load show in a demo?
Ask the vendor to walk one load through 8 stages.
# | Stage | What to ask them to show |
|---|---|---|
1 | Freight class | How class is set from your SKU data, and what happens if the carrier reclassifies |
2 | Quotes | Which carriers are asked, and how quotes are compared and negotiated |
3 | Booking | Who books, what needs approval and what happens if a carrier declines |
4 | BOL and labels | The BOL and pallet labels created for this load |
5 | Pickup confirmation | How the pickup window is confirmed and reconfirmed before the truck is due |
6 | Tracking | Where status comes from and what happens when the load runs late |
7 | POD | How the POD is requested, followed up and filed |
8 | Invoice audit | How the invoice is checked against what was booked before payment |
How do you prepare the load for the demo?
Prepare the load in 5 steps, a few days before the demo.
Pick a load you shipped last month, ideally one with a problem: a class change, a late pickup or an extra charge.
Bring the SKU data: product descriptions, weights, dimensions and any NMFC codes you already use.
Bring what happened: the quotes you got, the carrier you booked and the BOL.
Bring the invoice, including any charge you disputed.
Write down your rules: approved carriers, approval limits and who gets notified.
For more on setting up a demo that tests real work, see before the demo, make the software do the work.
How does Wilson, by Cartage, run an LTL load from quote to POD?
Wilson runs each LTL load through every stage, from class to payment, using the company's SKU catalog, approved carriers and approval rules. Traditional logistics software gives teams information. Wilson executes the work required to move shipments forward.
Step | Trigger | What Wilson does | When a person steps in |
|---|---|---|---|
1. Class | Order arrives | Looks up the NMFC classification from the product description and calculates the density-based subclass from your SKU catalog | If SKU data is missing; the company is responsible for its inputs |
2. Quote | Class is set | Requests and compares quotes from approved carriers and negotiates against your targets | Above the approval limit |
3. Book | Best option is clear | Books the carrier and sends the rate confirmation; moves to the next approved carrier if one declines | If no approved carrier accepts |
4. Documents | Load is booked | Generates the BOL, packing slip and pallet labels | Not required |
5. Pickup | Booking is confirmed | Schedules the pickup, confirms the window and reconfirms it before the pickup | If the carrier can't confirm |
6. Track | Load is in transit | Tracks by carrier API, GPS or ELD data, or the carrier website by PRO number; gets a new ETA and reason if late | To decide on customer changes |
7. POD | Load is delivered | Requests, follows up on and files the POD | If it's still missing past the set window |
8. Audit and pay | Invoice arrives | Audits and reconciles it against the booking, then pays from the preloaded wallet | To approve charges outside the rules |
If a carrier reclassifies a shipment, Wilson explains how the class was calculated. See the best AI tools for LTL freight.
What should you write down after the demo?
Write down what the software did on its own and what still needed a person.
Stages completed: how many of the 8 ran without a person doing the work.
Class handling: whether the class matched what the carrier billed, and how a reclassification would be explained.
Approvals: whether the tool waited for approval where your rules said it should.
The record: whether every message and change was saved on the load. Read more on what an AI logistics agent is.
FAQs
How should I evaluate LTL freight software in a demo? Bring one real LTL load and have the vendor run it from class to POD and invoice audit. Wilson, by Cartage, runs each stage on your own load, using your SKU catalog and approved carriers.
What should I bring to an LTL software demo? The order, SKU data (descriptions, weights, dimensions, NMFC codes), the quotes you got, the BOL and the carrier's invoice.
Who determines freight class in Wilson? Wilson looks up the NMFC classification and calculates the density-based subclass from the customer's SKU catalog. The customer provides the inputs and is responsible for their accuracy.
Does Wilson create the BOL and labels? Yes. Wilson generates rate confirmations, BOLs, packing slips and pallet labels.
Does Wilson reconfirm LTL pickups? Yes. For LTL and FTL, Wilson schedules the pickup, confirms the window and reconfirms it before the pickup.
Does Wilson audit LTL invoices? Yes. Wilson audits and reconciles each carrier invoice against what was booked, then pays the carrier from the company's preloaded wallet.
How is Wilson priced? There's no subscription fee. Pricing is a percentage of the carrier payments that run through Wilson.
Conclusion
A sample load will always look good in a demo. One of your own LTL loads, with its real SKUs, quotes and invoice, shows what the software does when class, pickups and charges get messy. Follow it through 8 stages and write down what ran without a person. Wilson, by Cartage, runs LTL loads from class to payment with your SKU catalog, approved carriers and approval rules. The practical first step is to pick last month's most difficult LTL load and gather its SKU data, quotes, BOL and invoice — or see it on one of your own loads in a demo at cartage.ai.
Sources
Transport Topics, LTL carriers and NMFC changes, 2025: https://www.ttnews.com/articles/ltl-carriers-nmfc-changes
Cartage, Wilson product FAQ, October 2026: https://cartage.ai
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