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Plymouth AI Lab

Logistics automation

Logistics and supply chain automation for 3PLs, freight and trucking teams

Logistics automation means software doing the repetitive office work that keeps freight moving: entering orders, sending updates, requesting quotes, filing documents. We build that automation on top of the WMS, TMS and inbox you already use, with a person approving anything that leaves the building.

Last updated 26 October 2026

On this page: Where the hours go · What we automate · Supply chain automation · Automated logistics systems · Freight brokers · What you need in place · What it costs to start · When it is not worth it

Where the hours go

In most logistics offices the expensive work is not the freight itself. It is the copying between systems. A customer emails a PDF order, someone keys it into the WMS. A carrier updates a portal, someone pastes it into an email. A proof of delivery arrives as a photo, someone renames it and attaches it to an invoice. Each step takes minutes. Together they take people.

What we automate

Logistics automation or supply chain automation?

Logistics automation covers moving and storing goods: orders, loads, documents, updates. Supply chain automation reaches further back, into buying: purchase orders, supplier confirmations, delivery dates and stock levels.

The same approach works on both sides. Automating the procurement process for a distributor can mean reading supplier order confirmations from email, checking the price, quantity and date against the purchase order, and flagging the ones that differ for a buyer. Forecasting demand is a planning job, covered in our guide to AI for supply chain planning.

Automated logistics systems: software as well as robots

"Automated logistics systems" often means equipment: conveyors, sorters, shuttles and mobile robots that move goods inside a building. Those are hardware projects with their own vendors, and our guide to warehouse automation or AI covers when they fit.

Office automation is the other half. Our view: it is usually the cheaper one to try, because it needs no floor space, it runs on the systems you have, and it can be switched off if it does not help. That is the half we build.

Trucking automation

For trucking and courier companies the same approach covers driver paperwork, load confirmations, check calls and billing packets. Driver-facing messages are drafted by the system and sent only after a dispatcher approves them. For assignment and routing work, see AI dispatch and routing.

For customs brokers it covers entry paperwork: reading commercial invoices, packing lists and certificates of origin from email, pulling out the parties, goods descriptions, values and quantities, and preparing the entry data for a licensed broker to check. Tariff classification and the filing itself stay with the broker.

Freight brokerage software, and what AI adds for brokers

If you are a freight broker or forwarder looking for brokerage software, buy a TMS built for brokers. It holds loads, carriers, rates and invoices. Plymouth does not sell one.

What a broker TMS leaves to people is the email around each load. That is where automation helps:

Worked example: a freight quote

In our Logistics OS demo, the example quote is for 120 kg in a 120 × 80 × 100 cm package from MIA to MEX by express. The AI passes the numbers to a pricing engine written in code. The engine works out the dimensional weight (120 × 80 × 100 ÷ 5,000 = 192 kg), bills the higher of the two weights, applies the zone rate (192 kg × US$3.10 = US$595.20) and a 12% fuel surcharge (US$71.42), for a total of US$666.62. The AI only reads the result back. The rates are demo data; in a real build they are your own rate table.

What you need in place

Data is the usual sticking point. In a 2026 study run by Descartes, a logistics software vendor, data quality was the top barrier to scaling AI for logistics service providers (45%); 33% of shippers cited it, just behind integration complexity (39%) (Descartes' 10th Annual Study Finds Transportation Technology Investment Has Increased Nearly 50% Over the Past Decade, 16 September 2026). Automating the step where data enters your systems is one way to improve it.

What it costs to start

Every build has a fixed price agreed before we start. The price depends mostly on how many input formats the system must read, whether the target system has an API or only files, and how many rules it must check. Running costs are hosting and the AI model's usage fees, which grow with volume. Starting with one process for one large customer keeps the first build small.

When automation is not worth it

How we work

  1. Process before tools. We learn how the work really moves before we build anything.
  2. One bottleneck at a time. We pick the step that costs the most hours or the most mistakes and build for that first.
  3. On the systems you already run. We connect to your WMS, TMS, inbox and spreadsheets instead of asking you to switch.
  4. A person approves every action. Agents draft and propose. Nothing is sent to a customer, carrier or driver until someone on your team says yes.
  5. Fixed price, tested on us first. No billing by the hour, and we prove our method on our own work first.

What it connects to

Email and shared inboxes, spreadsheets, your WMS or TMS through its API or exports, carrier portals and tracking feeds, and accounting tools. We do not replace any of them. If a system has no API, we start from the export your team already uses.

Related services

Automation creates clean data, and clean data makes logistics dashboards possible. If you are not sure which process to start with, start with logistics consulting. For warehouse operators, see AI for 3PLs and warehouses. Or see all logistics services.

Questions logistics teams ask

What is supply chain automation?

Supply chain automation is software taking over repetitive steps in buying, moving and storing goods, such as entering orders, confirming purchase orders with suppliers, sending shipment updates and filing documents. For a small logistics firm it usually means automating the office work between the systems it already runs.

What should a small logistics firm automate first?

The process that costs the most hours every week and that one person knows well, such as order entry for one large customer or daily status emails. Measure a normal week first, so you can tell afterwards whether the automation helped.

How do I automate order entry for my 3PL without replacing our WMS?

Leave the WMS in place and automate the step before it. A small system reads incoming orders from email, PDF or spreadsheet, checks them against your rules and creates them in the WMS through its API or import file. A person confirms every order before it is created, and the system marks the ones it is unsure about. The WMS stays your system of record.

What is the difference between logistics automation and a new TMS?

A TMS is a system of record for loads, rates and carriers. Logistics automation is the work around it: getting data in, sending updates out, and catching exceptions. Many teams with a good TMS still retype orders and chase status by email. That is the part we automate.

Do freight brokers need new software to automate?

Usually not. A broker TMS holds the loads, carriers and invoices. Automation works around it: reading emailed load requests, sending quote requests to carriers, drafting rate confirmations and matching proofs of delivery, with a broker approving what goes out.

Can AI make mistakes on orders?

Yes, which is why nothing goes out until a person approves it. The system shows what it read and why, a person confirms it, and we keep a record of what the system did. Rules can be tightened as you see where it errs, but a person stays in the loop for anything a customer or carrier sees.

Who builds it

Plymouth AI Lab is run by its three founders: Noam Turecki, Phil Swart and Alfredo Borras.

From data points to pathways.

Book a 1:1 intro call and see how a small AI system could work on the data your operation already has.

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