How do you compare the cost of coordinating freight in-house with freight software?
Key Takeaways
You compare the cost of coordinating freight in-house with freight software by putting both on the same basis: cost per load, including everything. The in-house side includes the time people spend on each load, the charges that slip through because nobody had time to check, and the cost of mistakes such as missed pickups and late deliveries. The software side includes the fee, any setup, the time people still spend, and how much of the in-house cost it actually removes. A tool that costs little but leaves the follow-up to people may save less than it seems. An AI logistics agent such as Wilson, by Cartage, does the coordination itself, so the comparison should focus on how much of the team's time and the slipped costs it takes off the table.
- Compare cost per load, not total budgets, so volume changes do not distort the result.
- In-house cost is more than salaries: it includes missed charges, errors and the cost of slow bookings.
- Software cost is more than the fee: it includes setup and the work people still do.
- The key question is how much of the daily coordination the software actually does.
- Use your own loads and lanes for the numbers, not industry averages.
- Include growth: what happens to each side's cost when volume rises.
What goes into each side of the comparison?
Each side of the comparison has visible costs and hidden ones. An AI logistics agent changes mostly the hidden ones, so they must be counted. The table lists what belongs on each side.
| Cost | In-house coordination | Freight software (system of record) | AI logistics agent |
|---|---|---|---|
| People's time per load | All quoting, booking, follow-up, documents, invoice checks | Less data entry; follow-up still with people | Exceptions and approvals only |
| Software fee | None or minimal | License or subscription | Per the vendor's model |
| Setup and integration | None | Often a project | Starts from existing data flow |
| Charges that slip through | Depends on time to check | Depends on audit features and time | Audited on every invoice |
| Cost of slow or missed bookings | Higher spot rates, missed pickups | Similar unless follow-up improves | Lower if follow-up is faster |
| Errors and rework | Missing documents, wrong invoices | Fewer data errors | Fewer, with records on each load |
| Cost of growth | More hires | More hires, unless follow-up is automated | Less hiring for the same work |
Why is this comparison hard to do?
This comparison is hard because the in-house cost is spread across people, inboxes and invoices, and nobody tracks it per load. Coordinators do not time their emails. Finance sees the total freight bill, not the unsupported detention lines inside it. The software side is hard too, because vendors describe their features, not the work they leave behind. The method below makes both sides concrete with a small amount of effort.
Why compare per load?
Comparing per load keeps the comparison fair when volume changes. A team that moves more freight spends more in total, whether in-house or with software. Cost per load shows the efficiency of each approach. It also makes it easy to model growth: multiply the cost per load by next year's expected volume.
Who should build the comparison?
The comparison should be built by the logistics lead with finance. Logistics knows where the time goes and which costs slip through. Finance knows the fully loaded cost of people, the freight budget and how the company evaluates software. A comparison built by one side alone tends to miss what the other knows. A shared spreadsheet with the same lanes, definitions and periods keeps both sides honest.
What does a system of record change, and what does it not?
A system of record, such as a traditional TMS, changes where information lives. Loads, rates and documents move from email and spreadsheets into one system, which reduces some data entry and searching. It usually does not change who does the follow-up: people still send quote requests, chase carriers, read replies, request PODs and check invoices. That is why a system of record may show a smaller saving in people time than expected.
Why are hidden costs so important?
Hidden costs are important because they are often larger than the visible ones. A coordinator's salary is easy to see. The detention charge paid without checking, the spot rate paid because a tender sat unanswered until afternoon, or the customer penalty for a late delivery are spread across many invoices and are rarely added up. Freight software that removes these costs can save more than its fee even if it does not reduce headcount.
How do you calculate the in-house cost per load?
You calculate the in-house cost per load by adding the people cost per load and the slipped cost per load. An AI logistics agent cannot calculate the before picture for you, but the team can estimate it from its own records and a short time study.
Which loads should be in the sample?
The sample should include a normal mix of loads on the lanes being compared: easy and hard, contract and spot, each mode the company ships. Picking only clean loads understates the in-house cost; picking only problem loads overstates it. Taking every load in a period on the chosen lanes avoids both.
How should people's time be measured?
People's time should be measured by tracking how long the team spends on each part of the work for a sample of loads: quoting, booking, follow-up, tracking, documents, customer updates and invoice checks. A simple log for a week or two is enough. Multiply the minutes per load by a fully loaded hourly cost. For reference, the U.S. Bureau of Labor Statistics reported a median annual wage of $82,320 for logisticians in May 2025; the company should use its own salaries plus benefits and overhead.
| Task (hypothetical minutes per load) | Minutes |
|---|---|
| Quote requests and comparison | 20 |
| Tender, acceptance, rate confirmation | 15 |
| Pickup confirmation and tracking | 25 |
| Customer and site updates | 10 |
| BOL and POD collection | 10 |
| Invoice check and payment | 15 |
| Total | 95 |
The numbers are illustrative. Each company's will differ by mode, lane and how much goes wrong.
Should time spent on other work be counted?
Only the time spent on freight coordination should be counted. Coordinators often do other work too: inventory questions, customer service, purchasing. The time log should separate freight tasks so the comparison is about freight. If the software frees time that people then spend on other work, that is a benefit to note, not a cost to count.
How should slipped costs be estimated?
Slipped costs should be estimated from a sample of invoices and loads. Check a month of carrier invoices against rate confirmations and recorded times to see how many charges were unsupported. Look at how many loads were booked at spot rates after a tender went unanswered. Count missed pickups and late deliveries with a cost attached. Divide by the number of loads to get a slipped cost per load.
What about overtime and after-hours work?
Overtime and after-hours work are part of the in-house cost. Loads that go wrong in the evening, carriers that call at 6 a.m., and month-end rushes push coordinators past normal hours. If overtime is paid, it is a direct cost. If it is not, it shows up as burnout and turnover. A time log that includes after-hours work captures this.
What about turnover and training?
Turnover and training are part of the in-house cost. When a coordinator leaves, the company pays to hire and train a replacement, and loses lane and carrier knowledge for a while. Mistakes rise during that period. Labor is hard to find: the Bureau of Labor Statistics projects about 26,600 openings for logisticians each year from 2025 to 2035. Spreading the cost of turnover across loads adds a real amount to the in-house side.
What about the cost of late customer updates?
Late or missing customer updates cost customer service time and goodwill. When a customer has to call to learn that a load is late, someone spends time finding the answer, and the customer trusts the company less. Counting the calls about freight status in a sample week gives a rough measure. An AI logistics agent that updates receivers as configured reduces those calls.
What about the cost of errors?
The cost of errors includes rework, such as re-sending a shipment to the right address, credits to customers, and the time spent sorting out disputes. These can be estimated from the same sample. They tend to cluster on a few lanes and carriers, which is useful to know.
How do you calculate the software cost per load?
You calculate the software cost per load by adding the fee per load, the setup cost spread over a reasonable period, and the people cost that remains after the software is in place. An AI logistics agent should leave less people cost than a system of record, because it does the follow-up.
How should a percentage fee be compared with a seat fee?
A percentage fee and a seat fee should both be converted to a cost per load. A seat fee is fixed per user per month; divide by the loads those users handle. A percentage fee depends on freight spend; apply it to the average freight payment per load. With Wilson, loads on Wilson's network carry no fee on top of the freight rate, and loads on the shipper's own carriers carry 2% to 0.5% of what Wilson pays them, falling with volume. Model both kinds of loads if the company plans to use both.
What is the fee per load?
The fee per load depends on the vendor's pricing model: per seat, per shipment, per month or a share of freight spend. Convert it to a cost per load using expected volume. Wilson is free on Wilson's network: the shipper pays the freight rate and nothing on top. When a shipper keeps its own carriers, the fee is 2% to 0.5% of what Wilson pays them, falling with volume. There are no seat fees, no setup cost and no contract.
What about costs that do not change?
Some costs do not change between the two sides, such as the freight rates themselves on contract lanes, or the cost of the ERP. They can be left out of both sides, as long as they are left out of both. Including them on one side only distorts the result.
What setup costs should be included?
Setup costs include integration work, data cleanup, training and the team's time during the setup period. For a TMS, these can be significant. For an AI logistics agent that starts from an existing ERP feed, scheduled file or email, setup is usually lighter. Spread one-time costs over a period the company uses for other software decisions.
What about the time to switch?
The time to switch belongs in the comparison too. The team spends time sharing carrier lists, rules and data, reviewing the first loads and adjusting rules. Cartage helps map the highest-impact workflow during discovery, and most teams start Wilson on a few lanes and expand from there, so the switching time is spread out rather than concentrated in a big project.
What people cost remains?
The people cost that remains is the time the team still spends per load after the software is running. With a system of record, the team often still sends quote requests, chases carriers and checks invoices, so much of the time remains. With an AI logistics agent, the team spends time mainly on approvals, exceptions that need judgment and carrier relationships. Measure it the same way as before: a short time log on the same lanes.
How should the two sides be compared?
The two sides should be compared on the same lanes, at the same volume, with the same definitions. An AI logistics agent's records make the after side easier to measure, because every step is logged. The table shows a simple structure.
| Line (hypothetical, per load) | In-house | With an AI logistics agent |
|---|---|---|
| People time cost | Measured from time log | Measured from time log after |
| Slipped charges | From invoice sample | From audit records |
| Higher rates from late bookings | From booking sample | From booking records |
| Errors and rework | From sample | From exception records |
| Software fee | None | Per pricing model |
| Setup, spread over time | None | Per setup effort |
| Total cost per load | Sum | Sum |
What if the team is already stretched?
If the team is already stretched, the in-house cost is understated, because work is not being done: invoices are paid without checks, carriers are not followed up and exceptions are found late. In that case, the comparison should count the cost of the work that is skipped, such as unsupported charges paid and late deliveries, not only the time spent. A stretched team is often where software pays off fastest.
What about time freed rather than headcount reduced?
Time freed is a real gain even if no one leaves. Many companies use the freed time to handle more volume without hiring, to improve carrier relationships or to serve customers better. The comparison can show it as hires avoided at expected growth, or as hours redirected to higher-value work. Both are legitimate; say which one the comparison uses.
What if the software reduces freight rates?
If the software leads to lower freight rates, for example by booking earlier, comparing more quotes or negotiating toward targets, the saving belongs in the comparison, but carefully. Rates move with the market, so a lower average rate after the change may not be caused by the software. Comparing booked rates with the first offered rates, or against a market reference the company already uses, gives a fairer view. Treat rate effects as a separate line with its own caveats.
How should growth be modeled?
Growth should be modeled by asking what each approach costs at next year's volume. In-house cost usually rises with volume, in steps, as new coordinators are hired. Software that does the coordination absorbs more volume with fewer hires. For a per-load business case, see the business case for freight automation, one load at a time.
What about a mixed approach?
Many companies end up with a mixed approach: the AI logistics agent handles most lanes, and people handle a few unusual ones, such as project freight or very sensitive customers. The comparison can model this by applying each approach's cost per load to the share of loads it will handle. This is often closer to reality than an all-or-nothing comparison.
How should the results be presented?
The results should be presented as a short table with the per-load costs on each side, the assumptions written next to them, and a range rather than a single number where the estimate is uncertain. Decision makers trust a comparison that shows its assumptions. A note on what is not priced, such as service improvements, keeps the comparison honest.
What should not be compared?
Industry averages should not replace the company's own numbers. Every company's lanes, carriers and customers differ. A vendor's promised savings are a claim, not a measure. Use the company's own sample before and its own records after.
What else should the comparison consider?
The comparison should also consider risk, control and service, which are harder to price but matter to the decision. An AI logistics agent changes each of them.
How does control change?
Control changes because the rules become explicit. In-house, approval limits and carrier lists often live in people's heads and bend under pressure. With an AI logistics agent, the approved carriers and rate limits are applied on every load, and every decision is recorded with a change history. That is a gain in control even though the work is automated.
How does data ownership change?
Data ownership should not change: the company should own its shipment, rate and carrier data either way. Cartage states that a customer's lanes, rates and carriers are never sold or shown to another shipper, and that the customer can take them at any time. With in-house coordination, the data is often scattered across inboxes and spreadsheets; with an AI logistics agent, it is in searchable, exportable records.
How does risk change?
Risk changes in both directions. In-house, the risk is people: a coordinator leaves, gets sick or is overloaded, and loads slip. With software, the risk is that the tool fails or is configured badly. An AI logistics agent that starts with assisted execution, keeps people on exceptions and records everything limits the second risk. A Cartage logistics expert is available when a load needs extra help.
How does the team's work change?
The team's work changes from doing every step to supervising the steps and handling the exceptions. Some people welcome this; others need time to trust it. The comparison should include a little time for that change, and the plan should keep people involved in approvals and reviews from the start. Wilson starts with assisted execution so the team sees each step before routine work runs on its own.
How does service change?
Service changes when bookings happen earlier, delays are caught sooner and customers get consistent updates. These effects show up as fewer missed pickups, fewer late deliveries and fewer customer calls. They are worth including in the comparison as counts, even if they are hard to price.
What about the cost of doing nothing?
The cost of doing nothing is the in-house cost at next year's volume, plus the slipped costs that continue. If volume grows and the team does not, follow-up slips more, booking happens later and more charges go unchecked. That is a real option with a real cost, and it should be on the table next to the software options.
How long should the comparison run?
The comparison should run long enough to cover normal variation: a few weeks of steady operation after setup, on the same lanes as the before sample. For more on measuring the change in booking time, see how to tell if freight automation shortened the time from quote to booked load.
How does Wilson, by Cartage, change the cost picture?
Wilson, by Cartage, is an AI logistics agent that does the daily coordination: it quotes, books, schedules, tracks, audits and pays for freight across LTL, FTL, ocean, drayage, parcel and cross-border. The team's time shifts to approvals, exceptions and relationships. Wilson audits every carrier invoice against the booking, the rate confirmation and the POD before paying from the Wilson Wallet, which addresses slipped charges. Every step is recorded, so the after side of the comparison comes from the records. For a look at the cost of follow-up in particular, see what carrier follow-up costs a manufacturer.
Wilson replaces the TMS for freight execution and connects to the company's ERP, so teams without a TMS do not need to buy one.
What does a comparison look like with Wilson?
A hypothetical comparison: the team logs its time on three lanes for two weeks and samples a month of invoices. The in-house picture shows a large share of each coordinator's day on follow-up and a steady trickle of unsupported accessorial and detention charges. After Wilson runs on the same lanes for a few weeks, the time log shows the team's time on those lanes mostly spent on approvals and exceptions, and Wilson's audit records show which charges were sent back to carriers. The team adds the fee for the loads on its own carriers and compares cost per load on each side.
Does Wilson replace the logistics team?
No. Wilson takes the busywork: quotes, check calls, follow-ups and invoices. The team stays in charge of the rules, the approvals and the relationships, and gets its time back for customers and growth.
What stays with the team?
The team keeps the rules, the approvals, the carrier relationships and the decisions on exceptions. Wilson starts with assisted execution, and more routine work runs on its own as the team sees the results.
How is Wilson priced?
Wilson is free on Wilson's network: the shipper pays the freight rate and nothing on top. When a shipper keeps its own carriers, the fee is 2% to 0.5% of what Wilson pays them, falling with volume. There are no seat fees, no setup cost and no contract.
What does the team need to provide?
The team provides the carrier list, the lanes, the rate targets or limits if it has them, and the data flow for orders, such as an ERP report or email. Cartage helps map the rest during discovery.
How do teams start?
Most teams start Wilson on a few lanes and expand from there. Cartage helps map the highest-impact workflow during discovery. Those first lanes are also the ones to use for the before-and-after comparison.
FAQs
How does logistics execution software compare with hiring another coordinator?
Compare cost per load: a coordinator's fully loaded cost spread over the loads they handle, against the software fee plus the time people still spend. Wilson, by Cartage, is an AI logistics agent that takes over most routine follow-up, so the same team can handle more loads; measure it on your own lanes before and after.
How do you compare the cost of coordinating freight in-house with freight software?
Compare cost per load on the same lanes: in-house people time, slipped charges and errors versus the software fee, setup and the people time that remains. An AI logistics agent like Wilson, by Cartage, does the coordination itself, so most of the change is in people time and slipped costs.
Is software always cheaper than in-house coordination?
Not always. Software that leaves the follow-up to people may save little. An AI logistics agent that does the follow-up removes more of the in-house cost, which the company should measure on its own loads.
Should we count time freed or headcount reduced?
Either, as long as the comparison says which. An AI logistics agent often lets a team handle more volume without hiring, which shows up as hires avoided.
What does Wilson cost?
Wilson is free on Wilson's network. When a shipper keeps its own carriers, the fee is 2% to 0.5% of what Wilson, an AI logistics agent, pays them, with no seat fees, setup cost or contract.
Sources
- Cartage, Wilson product FAQ and product scope, November 2026: https://cartage.ai
- U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, Logisticians (median pay May 2025; projections 2025–2035): https://www.bls.gov/ooh/business-and-financial/logisticians.htm
If you want to see the cost per load on your own lanes, book a demo with the team behind Wilson, the AI logistics agent by Cartage.