FreighAI
FreighAI · Playground article
Lesson 2 of 6 · 13 min read

Where does AI actually pay in a forwarding office?

Most of the day in a forwarding office is not judging. It is reading, fetching, typing and chasing. That is the part software can now take.

This page maps it desk by desk. What each desk does by hand, what the agent takes, and the one number that tells you if anything changed.

The short answer

AI pays where your people fetch and type, not where they judge. That is pricing, operations, documentation, tracking and accounts. Each desk has one number to watch, like quotation turnaround or bookings per person. Measure that number this week. Then you can see what a change is worth.

Lesson 2 of 6 · 13 min read

By the end of this lesson you can

  1. Find your desk in the table and name its number.
  2. Count that number tomorrow morning with a notepad.
  3. Say what moves for topline, bottomline, running cost and customers.
  4. Do the round-numbers sum for your own desk.

Which desks does it touch?

Start with a simple split. Some of the work is judging. Most of it is not.

Judging is picking the carrier, setting the margin, deciding who gets credit. That stays with your people. Fetching is reading the enquiry, hunting the rate, re-typing the job, chasing the agent. That is the part that can be done for you.

So the question is not whether AI is clever. It is which of your desks does the most fetching. Here is the map.

Where the fetching sits, desk by desk, and the number each desk should watch.
  1. Pricing
    The work by hand today
    Read the enquiry. Ask for the missing weight. Hunt rates across cards and portals. Phone an agent. Work the margin. Write the quote. One to two hours.
    What the agent takes
    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. Every version of a quote is kept, and the line that changed is shown.
    The number to watch
    Quotation turnaround, from the enquiry landing to the quote going out. Quotes per person per day. Quotes won out of 100.
  2. Operations and booking
    The work by hand today
    Re-type the won quote into a job. Book it. Confirm it. Chase the carrier. Tell the customer.
    What the agent takes
    A won quote becomes a job on its own, fully filled in. Chasing, tracking checks, quote expiry and follow-ups run on their own. Nobody has to remember.
    The number to watch
    Bookings per person per day. Chasers sent by hand. Re-types per job.
  3. Documentation
    The work by hand today
    Bills and manifests. The copy nobody sent. The wrong weight, found late.
    What the agent takes
    Reads PDF, Excel, Word, forwarded email, WhatsApp messages, photos and scans. Spots what is missing in an enquiry and drafts the email asking for it.
    The number to watch
    Documents keyed by hand per job. Errors found late. Re-types.
  4. Customer service
    The work by hand today
    Where is my cargo, answered by somebody opening three portals.
    What the agent takes
    Answers “where is my cargo?” on the customer’s own thread, from carrier status, for approval.
    The number to watch
    Minutes to answer where is my cargo. Updates sent before the customer asks.
  5. Accounts
    The work by hand today
    Match the carrier bill line by line. Chase payments. Key it all into the accounts system.
    What the agent takes
    Reads a carrier bill and matches every airway bill back to its job, checking line by line before it is booked. Follow-ups, chasers and reminders happen on their own, on the same conversation.
    The number to watch
    Bills matched per day. Payment chasers sent by hand. Days to get paid.
  6. Sales
    The work by hand today
    Enquiries lost in the inbox. Follow-ups forgotten.
    What the agent takes
    Watches every company mailbox, pricing, operations, tracking and accounts, and follows each conversation from start to finish.
    The number to watch
    Enquiries answered the same day. Follow-ups missed.
  7. Management
    The work by hand today
    Growth means hiring. Every step up needs more people.
    What the agent takes
    85% of quotes are processed end-to-end by AI; the remaining 15% route to your team.
    The number to watch
    Shipments per person per month. Revenue per person. Hires per growth step.

Two things sit across the whole table.

The first is what happens between the desks. “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.” In most offices that gap is where the hours go.

The second is the rule that makes it safe. Your team approves every reply before it sends. The judging stays with your people. The fetching and the typing does not.

What is the number for my desk?

Pick your job. Watch one number. Not five.

One number is enough to see whether anything really changed. Write it down before you start, or you will never know.

  • Owner. Shipments per person per month. And how many people you hire for each step up.
  • COO. Hand-offs per job, and re-types per job. Both should fall.
  • Head of pricing. Quotation turnaround. The clock starts when the enquiry lands.
  • Pricing executive. Quotes you send in a day. And quotes won out of 100.
  • Operations executive. Bookings you do in a day, and chasers you send by hand.
  • Documentation. Documents keyed by hand, and errors that were found late.
  • Customer service. Minutes to answer where is my cargo.
  • Accounts. Bills matched in a day, and days to get paid.
Recommendation

If you can only pick one, pick quotation turnaround. It is easy to time with a watch. It moves money faster than any other number here, because a faster quote wins more work.

What does it do to topline, bottomline, opex and customer experience?

Four outcomes. Each one has a reason, and one of them has signed numbers behind it.

Those numbers come from one company. Infinity Logistics is a freight forwarder in the UAE. It runs on FreighAI, and it signed off these figures in May 2026.

Topline. Faster quotes win more work

The first believable quote usually wins. So a faster desk wins more of them. At Infinity Logistics, average response time fell from more than 60 minutes to about 15 minutes. At Infinity Logistics, the win rate rose from 35% to 73%.

Bottomline. Fewer hands, fewer mistakes

Every extra pair of hands on a shipment is a chance to lose margin. A wrong quote costs more than a slow one. At Infinity Logistics, the quotation error rate fell from 67% to under 5%. At Infinity Logistics, revenue rose 27.5% over the same period.

Opex. Growth without a hire for every step

Today, more business means more people. That is the cost most forwarders cannot escape. Infinity Logistics quoted 70% more shipments with the same five-person team, comparing Q4 2024 with Q4 2025.

Customer experience. Answers in minutes

Answers come in minutes instead of hours. Updates go out before the customer asks. And it is all on one thread, from the first enquiry to the invoice.

Read this before you quote those numbers

One company, one year, one signed reference. That is all the proof anybody has right now. It is not a promise about your business, and nobody should sell it to you as one. The market number does not exist yet.

What does one desk look like in round numbers?

Take one pricing desk with four people on it.

Twenty enquiries land in a day. Each quote takes one to two hours by hand. That is 20 to 40 hours of quoting in a single day. Four people do not have 20 hours between them.

So something has to give. Some enquiries wait a day. Some are never quoted at all. Nobody counts those, which is why the problem stays invisible.

Now the other half. Where the rate can be fetched without waiting on a person, a priced quote goes out in 10 to 15 minutes instead of 1 to 2 hours. That holds for ocean and air just as it does for express; the mode does not change it.

That means one of three things: a carrier API, a portal read in the background, or your own uploaded rate cards.

One pricing desk of four, twenty enquiries a day, in round numbers.
  1. One quote
    By hand
    One to two hours
    Where the rate can be fetched
    10 to 15 minutes
  2. Twenty enquiries
    By hand
    20 to 40 hours of work
    Where the rate can be fetched
    About three to five hours of work

That is the whole gap on one line. The same four people, the same 20 enquiries, and the day is no longer full.

Be honest about the other lanes too. Where a lane has to be priced by another agent or over the phone, the wait belongs to whoever is answering. Software can write the request and chase it. It cannot make somebody answer their email.

A year of quotes at one to two hours each is a year of enquiries you never got to. That is the cost of waiting, and it is paid whether you notice it or not.

How do I measure my own number tomorrow morning?

You do not need a project for this. You need a notepad.

Every number above belongs to somebody else. The only one that will change your mind is yours. Here is how to get it in a week.

  • 01Put a notepad beside your screen tomorrow morning.
  • 02For every enquiry, write two times. When it landed. When the quote went out.
  • 03Do that for one week. Twenty enquiries is enough to see the shape.
  • 04Now add three counts. How many people touched it. How many times it was typed again. How long it just sat.
  • 05Split waiting from working. The working is minutes. The waiting is hours.
  • 06Split fetching from judging. Mark every step F or J.
  • 07Circle every F. That is where AI fits in your business.

The circled list is worth more than any demo. It is your work, in your words, with your times against it.

Recommendation

Do not wait for a quiet month to do this. A messy week is the true number. Take the circled list to any vendor and ask them to run it on one of your own enquiries, start to finish.

Where do I go next?

Three short steps, in this order.

First, read what the technology actually does, so the word AI stops being a fog. Then read the risks, because any page that hides the risk is a sales pitch. Then get a number of your own.

The assessment gives you a turnaround figure of your own in a few minutes. The benchmark builds the market figure, which nobody has yet. Add your week of notes to it and you help build it.

Questions

Common questions

01

Which desk should I start with?

Pricing, almost always. It is where the hours go, the number is easy to time, and a faster quote wins more work. Operations is the usual second step, because the job is built from the quote you just sent.

02

Do I have to change my TMS first?

No. A good system can run beside the one you already have, and keep your TMS as the record. Ask any vendor to show you that on your own system before you sign anything.

03

Does this mean fewer people on my desks?

That is your choice, not the software's. The pattern so far is the same team handling more work rather than a smaller team. The judging still needs your people, and a person approves every reply before it sends.

04

Are the numbers on this page a promise?

No. They are one FreighAI customer's signed results: one company, one year, one signed reference. Treat them as proof that the mechanism works somewhere, not as your result. Your own week with a notepad is worth more.

READY WHEN YOU ARE

Get a number of your own before you decide anything

Every figure on this page belongs to somebody else. Yours takes a week and a notepad, or a few minutes with the assessment. Then you can judge any of this against your own desk instead of a story.