FreighAI
FreighAI · Playground article
Lesson 1 of 6 · 14 min read

What does agentic AI actually do in a forwarding office?

You have heard that AI can now do the work in a forwarding office. This page says what that means, in plain words. Nothing here is a sales pitch.

An agent reads, fetches, drafts, chases and hands over. A person still approves. At the end you get the whole thing on one enquiry, from 10:00 on a Tuesday to the carrier bill.

The short answer

An agent is software that does a piece of work on its own. In a forwarding office it reads the enquiry, fetches your rates and history, drafts the reply, chases the people who owe you an answer, and hands the job to the next desk. A person still approves.

Lesson 1 of 6 · 14 min read

By the end of this lesson you can

  1. Say what an agent is, in one sentence, to your owner or your desk.
  2. Name the five things it does and the one rule that makes it safe.
  3. Tell a chatbot from an agent in any demo.
  4. Follow one enquiry and say which steps an agent would take.

What is an agent, in plain words?

An agent is software that does a job for you, from one end to the other.

Think of a new starter on the pricing desk. You give them an enquiry. They read it. They hunt for the rates. They write the quote and bring it to you. You check it and send it. An agent works the same way.

The word agentic just means the software acts. It does not sit and wait to be asked for every step. Work lands, and it starts.

That matters because of what a forwarding office is actually full of. Not big calls. Reading, fetching, typing, chasing and passing work along.

The office today

A forwarding business grows one shipment at a time. Every shipment brings more enquiries, more emails, more rates to find, more people to chase and more hand-offs between pricing, operations and accounts. Almost none of that work lives in a system. It lives in inboxes, browser tabs, WhatsApp and people’s heads. So the only way to handle more business has been to hire more people.

An agent takes the reading, the fetching, the typing and the chasing. It does not take the judgement. That split is the whole idea, and the rest of this page is what it looks like in practice.

Five words come up again and again. Here they are without the sales gloss.

The words you will hear, in plain English.
  1. Agentic AI, or an agent
    What it means
    Software that does a piece of work on its own. It reads, fetches, drafts and chases, then brings you the result to approve.
  2. AI-native
    What it means
    Built from the start so the agent does the work. Not a chat box added to an old screen.
  3. Add-on
    What it means
    An AI feature added to an older system. The old way of working stays. The AI sits beside it.
  4. TAT
    What it means
    Turnaround time. Here, the time from the enquiry landing to the quote going out.
  5. A person approves
    What it means
    Nothing goes to a customer until one of your people says yes.

What are the five things it does?

Five words cover nearly all of it. It reads. It fetches. It drafts. It chases. It hands over.

The wording in the table comes from one AI-native system, FreighAI, used here as the example. Any vendor should be able to give you five lines like these about their own product.

The five things an agent does in a forwarding office.
  1. Reads
    Which means
    Works out what each email is and what it needs, then takes the action that message calls for. Reads PDF, Excel, Word, forwarded email, WhatsApp messages, photos and scans.
  2. Fetches
    Which means
    Pulls your rate cards, checks the carrier, looks up the customer’s history, reads the shipment status, and talks to your TMS or accounting system. Suggests a price from what that customer paid on that lane before, within your margin rules.
  3. Drafts
    Which means
    Spots what is missing in an enquiry and drafts the email asking for it. Writes the reply, creates the task, and puts it in front of the right person in the right department, beside the original conversation.
  4. Chases
    Which means
    Emails all your agents for a lane in one go, with the route and charge lines filled in, then chases the ones who do not reply. Chasing, tracking checks, quote expiry and follow-ups run on their own. Nobody has to remember.
  5. Hands over
    Which means
    Work passes from pricing to operations to accounts with the email and everything it found attached. Nobody forwards it, re-keys it or asks for an update. A won quote becomes a job on its own, fully filled in.
The five things, in order
    1. 01ReadsThe email, the PDF, the photo.
    2. 02FetchesRates, history, status, your own systems.
    3. 03DraftsThe reply, and the task for the right desk.
    1. 04ChasesAgents and carriers, on its own.
    2. 05Hands overTo the next desk, with everything attached.
    3. GATEA person approvesIt goes out in their name.
An agent moves left to right on its own. Only the last box needs one of your people.

The same five words show up all day, on other jobs:

  • Answers “where is my cargo?” on the customer’s own thread, from carrier status, for approval.
  • When the customer pushes back on price, a counter-offer is drafted and waits for approval.
  • Quotes expire on their own and can be revived if you want.
  • Reads a carrier bill and matches every airway bill back to its job, checking line by line before it is booked.
  • FreighAI talks to carriers, portals, your TMS and your accounting system itself. Nobody hops between websites to put an answer together.

Notice what none of these is. None of them decides anything. They fetch and they type. That is the work your people were doing between the calls that matter.

What stays with a person?

The judgement. And the send button.

The rule that makes it safe

Your team approves every reply before it sends. Your team approves. They do not compose, forward, file or chase. The reply goes out in their name.

Read that twice. Your pricer still owns the price. She just stops hunting for it.

These stay with your people, on every system worth buying:

  • What margin to take on this lane, for this customer, this week.
  • Whether to fight for the job at all, or let it go.
  • Which customer gets a phone call instead of an email.
  • What to promise when the date is tight.
  • When something looks wrong and needs a human eye.

A good system also shows its working. You should be able to see where each number came from. A rate card, a carrier reply, a past quote. If you cannot see that, you cannot approve it honestly.

Recommendation

Before you look at any product, write down the calls that must stay with a person in your office. Keep that list beside you in every demo. If a vendor wants to take one of them off your list, that is the conversation to have, and to have early.

What is the difference between a chatbot and an agent?

One sentence holds it. A chatbot answers questions. An agent does the work and brings you the result to approve.

Most people meet AI as a chat box. You type, it types back. That is useful, and it is not the same thing.

The same five questions, asked of each.
  1. Who starts it?
    A chatbot
    You do. You type something.
    An agent
    The work does. An email lands and it begins.
  2. What does it use?
    A chatbot
    What you paste in, plus what it was trained on.
    An agent
    Your rate cards, your past quotes, the carrier, your own systems.
  3. What comes out?
    A chatbot
    An answer on a screen.
    An agent
    A drafted reply and a task for the right person.
  4. What happens next?
    A chatbot
    Nothing, until you type again.
    An agent
    It chases, it expires the quote, it passes the job on.
  5. Where does it sit?
    A chatbot
    In a chat window beside your old screens.
    An agent
    Beside the original email thread, ready to approve.

Both have their place. A chat box is a good helper for one question. It cannot run your Tuesday.

This is worth knowing before you buy. Plenty of older systems have added a chat box and called it AI. Ask to be shown the work happening, not the chat.

What does this look like on one enquiry, start to finish?

Here is one enquiry, from the minute it lands. Ten cartons, Dubai to Hamburg, by air. The times are a shape to hold, not a promise.

  • 0110:00. The email arrives. It is a forwarded thread with a photo of a packing list. The weight is missing.
  • 0210:00. The agent reads it. It works out that this is an enquiry, and what it needs to price it.
  • 0310:01. It drafts the email asking for the weight. Your pricer reads the draft and approves. It goes out in her name.
  • 0410:20. The weight comes back. The agent pulls your rate card and checks the carrier.
  • 0510:21. You hold no rate for one leg. It emails every agent you use on that lane at once, with the route filled in.
  • 0610:40. Two agents reply. The third does not. It chases the third by itself. Nobody had to remember.
  • 0711:05. It drafts the quote. The price follows what this customer paid on this lane before, inside your margin rules.
  • 0811:06. Your pricer checks the margin, changes one line, and approves. The quote goes out.
  • 09Day 3. The customer pushes back on price. The counter-offer is already drafted and waiting.
  • 10Day 5. The customer says yes. The quote becomes a job on its own, filled in.
  • 11Day 6. Operations picks it up with the email and everything it found attached. Nobody re-types a thing.
  • 12Day 12. The customer asks where the cargo is. The answer is drafted from carrier status, on the same thread.
  • 13Day 30. The carrier bill arrives. Every airway bill is matched back to its job, line by line.

Now count what a person did in that story. Four approvals and one margin call. Nobody opened a portal. Nobody chased anybody. Nobody re-typed the quote into a job.

Count the waiting too. The work took minutes. The hours were waiting on other people. That is the honest picture of most quoting, and it is why the fetching is where AI pays.

How to test any of this

Ask any vendor to show you one real enquiry, start to finish, on their screen. Not a slide. Including us.

Who is in control?

The worry we hear most: what if the AI misbehaves, and do I have any control? Here is the honest answer, part by part.

The control model, part by part. Ask any vendor to show you each one on a real thread.
  1. What always waits for a person?
    The answer
    Every message a customer sees waits for a person. The agent does the work, creates a task, and notifies the person to sign it off. Quotes, counter-offers, tracking answers, anything a customer reads.
  2. What can the person do at the sign-off?
    The answer
    At the sign-off, the person can edit the message, approve it, or reject it. It is an editable panel, and that is the point of it. Every version of a quote is kept, and the line that changed is shown.
  3. Whose name goes on it?
    The answer
    An approved message goes out in the person’s own name, with their own signature, from their own email. No customer ever sees that AI works behind it.
  4. What runs on its own, and under whose rules?
    The answer
    Autonomy is set per task type: supervised, where a person signs, or automatic. Every message a customer sees is locked to supervised. Chasers, reminders, tracking checks and quote expiry can be set to run on their own. The rules and timing for chasers and reminders are set by the head of operations or an admin. Quote expiry rules are set by the pricing executive. Chasers and reminders can be switched off for one customer or one lane.
  5. Who decides who may approve what?
    The answer
    Role-based access control: the admin decides who can see, edit and approve what, role by role. A junior desk can be allowed to draft and not to send.
  6. So what does 85% mean?
    The answer
    The 85% is effort taken out of the cycle: the reading, fetching, drafting and chasing. A person still signs every customer-facing message.
  7. What is not there yet?
    The answer
    There is no pause switch yet for one customer, one lane or the whole company. Today the person at the sign-off is that control: nothing a customer sees goes out without a person. Such cases are the exception. There is no automatic margin floor yet. Today it is the staff’s job at the sign-off to keep a quote above the margin. Automatic floors are planned.
In one line

The agent works, a person signs, the rules are yours, and the customer only ever sees your name.

Where do I go next?

You now know what an agent does. The next questions are where it pays in your office, and how to tell a real one from a chat box bolted onto an old system.

Recommendation

Read the next page before you talk to anybody. It goes desk by desk, from pricing to accounts, and names the one number to watch on each. Bring your own number to the live session and the hour is worth much more.

Questions

Common questions

01

Is this the same as the AI I use to write emails?

No. That kind of AI writes text when you ask it to. An agent starts on its own when work arrives. It also fetches your own rates, your past quotes and the carrier status first, then drafts. The writing is the last step, not the whole thing.

02

Does it replace my pricing team?

No. It takes the fetching and the typing, not the judgement. Your team approves every reply before it sends, and it goes out in their name. What changes is that more work no longer means more hires.

03

Does this work in a real office, or only in a demo?

One forwarder has run on it for a year and let us print the numbers. At Infinity Logistics, average response time fell from more than 60 minutes to about 15 minutes. Read that with the caveat it deserves. One company, one year, one signed reference. Ask any vendor for the same, named.

04

My enquiries are messy. Will it cope?

Messy is normal, and it is the test. Reads PDF, Excel, Word, forwarded email, WhatsApp messages, photos and scans. What matters more is what it does when something is missing. Spots what is missing in an enquiry and drafts the email asking for it. A system that guesses instead of asking is the one to worry about.

05

How do I tell an agent from a chat box in a demo?

Watch who starts. Ask them to send a real enquiry into the system and then take their hands off the keyboard. If nothing happens until somebody types a prompt, it is a chat box. If it reads, fetches and hands you a draft, it is an agent.

READY WHEN YOU ARE

That was the what. Next comes the where.

This page explained the technology. The next one walks your office desk by desk and names the number to watch on each. The live session covers the same ground with real enquiries in the room, and you can ask anything.