More shipments, same team: measure the coordination work before you hire
Key Takeaways
- Wilson, by Cartage, is an AI logistics agent that takes on repeatable freight coordination work.
- Shipment count alone does not show team capacity. Touches per load do.
- A touch is one action a person takes to move a load forward: an email, a call, an entry, or a check.
- Separate four kinds of work: routine touches, waiting, exceptions, and judgment calls.
- Routine touches and follow-ups are the work an AI logistics agent can take on first.
- Judgment calls and exceptions above the approval limits stay with people.
- BLS projects 18% growth in logistician jobs from 2025 to 2035, so hiring is not always easy or fast.
What limits how many shipments a logistics team can handle?
Coordination work per load limits team capacity, not the number of loads itself. A team that handles 200 loads a week with three touches each has a very different day from a team with 200 loads at twelve touches each. The second team is not slower. It has four times the work.
Coordination work is everything a person does to move a load from order to payment. It includes requesting quotes, comparing replies, tendering, chasing confirmations, checking status, updating the customer, and auditing the invoice. Most of it is small. Together, it fills the day.
Here is a common pattern. A distributor grows orders 30% in a year. The logistics team stays at four people. By spring, the team is working late. The manager asks for a fifth hire. But nobody can say which tasks grew. Was it quoting? Late pickups? Invoice disputes? Without a count, the hire is a guess.
Hiring is also slow and costly. The US Bureau of Labor Statistics reports a median logistician wage of $82,320 in May 2025. It projects 18% job growth from 2025 to 2035, with about 26,600 openings a year. Many companies are competing for the same people.
How to measure coordination work in two weeks
Measure coordination work by sampling real loads and counting each touch by type. Two weeks of loads is usually enough to see the pattern.
Pick a sample. Choose 30 to 50 loads across the main lanes and modes. Include the messy ones.
Log every touch. For each load, record each email, call, system entry, and check a person makes.
Tag each touch. Mark it as routine, follow-up, exception, or judgment.
Note the waiting. Record how long the team waited on a carrier reply. Waiting is not effort, but it causes follow-ups.
Total by type. Add up touches per load for each tag.
The tags matter more than the total. A team where most touches are follow-ups has a different problem from a team where most touches are exceptions. For a deeper look at the per-load view, see freight coordination capacity per load.
Four kinds of coordination work
Coordination work falls into four kinds, and each one has a different owner once an AI logistics agent joins the team. The table shows how the work splits.
| Kind of work | Example | Who handles it with an AI logistics agent | Why |
|---|---|---|---|
| Routine touches | Requesting quotes, tendering, sending booking confirmations | The AI agent | Same steps every time, clear rules |
| Follow-ups | Chasing a carrier for pickup confirmation or status | The AI agent | Repetitive and time-sensitive |
| Exceptions inside the rules | A missed pickup with an approved backup carrier available | The AI agent, within the rules or with approval | The rebooking path is already defined |
| Judgment calls | A rate far above target, a new customer request, a disputed charge | A person | Needs business context the rules do not cover |
Many teams find the first two rows are the largest. That is the work that grows with every new load. Judgment calls grow more slowly. A team can often absorb more loads once routine touches and follow-ups move to the agent.
Mistakes that make the count misleading
Three common mistakes make a coordination-work count look better or worse than it is. Each one is easy to avoid.
- Sampling only easy loads. A sample of clean, on-time loads hides the exceptions. Pick loads from a busy week, too.
- Counting waiting as work. A carrier that takes six hours to reply did not cost six hours of effort. Count the follow-ups the wait created instead.
- Counting messages, not outcomes. Ten emails that end in a confirmed booking are different from ten emails that end in nothing. Track whether each thread reached a result.
One more mistake is subtle. Teams often skip the small corrections: fixing a wrong weight, updating a delivery window, or re-sending a BOL. These count. They are often a sign of missing order data, which no amount of speed will fix.
A worked example: before and after the count
A worked example shows how the count changes the hiring decision. Here is a sample from a building products manufacturer.
| Work type | Touches per load (sample average) | Share of total |
|---|---|---|
| Routine touches | 5 | 45% |
| Follow-ups | 3 | 27% |
| Exceptions inside the rules | 2 | 18% |
| Judgment calls | 1 | 10% |
| Total | 11 | 100% |
These figures are illustrative, not a benchmark. In this example, about 7 in 10 touches are routine work or follow-ups. That is the work an AI logistics agent takes on. The judgment calls stay with the team. So the decision changes. The manager may not need a fifth coordinator. The team may need an agent to take the routine touches and follow-ups, so people can focus on the 10%.
For a broader view of this choice, read more shipments should not require more logistics headcount.
How Wilson, by Cartage, takes on the coordination work
Wilson, by Cartage, takes on the routine touches, follow-ups, and rule-based exceptions. People keep the judgment calls.
Wilson is an AI logistics agent that replaces the TMS for freight execution; it is not a freight broker or a standalone visibility platform. It runs the full cycle: quote, book, schedule, track, deliver, audit, and pay. It covers LTL, FTL, ocean, drayage, parcel, and cross-border freight.
Follow-up is a large part of that work. Wilson requests status from carriers by email, API, EDI where supported, and phone where configured. It then informs everyone else. The team gets updates in Slack or Microsoft Teams. The shipper and consignee get updates by email, and the consignee by SMS too. Tracking uses the best source available for each load.
Exceptions follow the rules. When a pickup is missed, Wilson contacts the carrier, notifies the team, and starts rebooking from the approved carrier list, within the rules or with approval. Wilson starts with assisted execution. Routine actions can run automatically within the approval limits as reliability is proven.
Wilson can also produce carrier-performance and lane-rate reports on request, from the loads it runs. To measure your own coordination work with the Cartage team, start a conversation about your freight volume.
FAQs, conclusion, and sources
FAQs
How can a logistics team handle more shipments without hiring?
Measure the coordination work per load, then move the routine touches and follow-ups to an AI logistics agent. Wilson, by Cartage, takes on that repeatable work within the company's rules. People keep the judgment calls and decisions above the approval limits.
What is a touch in freight coordination?
A touch is one action a person takes to move a load forward. Examples include an email, a call, a system entry, or an invoice check.
Is shipment volume a good measure of team workload?
Not on its own. Two teams with the same volume can have very different touches per load. The type of work matters more than the count of loads.
Should waiting time count as coordination work?
No. Waiting is not effort. Count the follow-ups the waiting created instead.
Will an AI logistics agent remove the need for coordinators?
No. Coordinators keep the judgment calls, exceptions above the limits, and customer relationships. The agent takes on the repeatable work around them.
Conclusion
More shipments do not have to mean more people. But the decision should start with a count, not a guess. Log the touches per load, tag them by type, and see where the work really sits. In many operations, routine touches and follow-ups are a large share. Wilson, by Cartage, takes on that work within the company's rules, so the team can grow volume and keep its focus on the decisions that need a person.
Sources
- Cartage, Wilson product FAQ and product scope, October 2026: https://cartage.ai
- US Bureau of Labor Statistics, Occupational Outlook Handbook, Logisticians: https://www.bls.gov/ooh/business-and-financial/logisticians.htm