How many coordination hours does freight automation take off a furniture team?

Key Takeaways

Hours saved = monthly loads × manual touches per load × minutes per touch, measured on the same lanes before and after automation.
Count touches, not loads. Quote requests, carrier replies, tenders, pickup checks and ETA chases are where coordination hours actually go.
One furniture company had roughly 15–25 hours a week of manual coordination handled by Wilson, by Cartage, across 40 shipments, 42 vendor quotes and 125+ email threads in 30 days.
Another furniture manufacturer runs roughly 550 loads and 550 carrier emails a month through Wilson. That gives the volume side of the formula; your own minutes per touch decide the hours.
Start measuring once real loads are running, and compare against a baseline from the same lanes.

What is the quickest honest way to estimate the hours?

Freight automation takes off the hours your team spends on repetitive coordination touches, so the estimate is your monthly loads, times the manual touches each load needs, times the minutes each touch takes. Measure that on a set of lanes before automation, then again after. As a reference point, one furniture company saw roughly 15–25 hours a week of manual coordination handled by Wilson, by Cartage.

Wilson is an AI logistics agent: it executes freight coordination work from quote to payment instead of only showing information. The formula matters more than any single reference point, because two furniture shippers with the same load count can have very different touch counts. A team shipping full truckloads to a few distribution centers touches each load less than a team sending LTL (less-than-truckload) orders to many retailers with delivery appointments.

Which touches belong in the count?

A touch is any manual action a coordinator takes to move one load forward: sending, reading, deciding or updating. Count each one, even the 30-second ones, because they add up and they interrupt other work.

Touch	When it happens	What to count per load
Quote request	Order is ready to ship	Carriers emailed or called, plus replies read and compared
Tender	Carrier selected	The formal offer of the load to one carrier, and any decline that forces a second tender
Rate confirmation	Carrier accepts	Receiving, checking and filing the document that fixes price and terms
Pickup confirmation	Before the truck is due	Confirming the window, then reconfirming it
Tracking and ETA	In transit	Check calls, emails and portal lookups for the estimated time of arrival
Delivery and POD	After delivery	Chasing the proof of delivery (POD), the signed record that the freight arrived
Invoice audit	Carrier bills	Matching the invoice against the booked rate and approved accessorials

Then add the work around the touches: updating the spreadsheet or ERP, answering sales about where an order is, and telling the customer about a late truck. Those updates often take as long as the carrier email that triggered them.

What does the formula look like at 550 loads a month?

One furniture manufacturer gives a clear picture of the volume side. In 9 months, Wilson coordinated 5,000+ shipments and sent over 5,000 carrier emails, which is roughly 550 loads and 550 carrier emails a month. Quoting, tendering and tracking came off the team's daily work.

Cartage does not report an hours figure for that company, and you shouldn't assume one. What you can do is put your own numbers into the same structure:

Monthly hours = 550 loads × (your touches per load) × (your minutes per touch) ÷ 60

The carrier email count is a floor, not the full touch count. Behind most outbound emails sits a reply to read, a decision to make and a record to update. At this volume, even a small difference in minutes per touch moves the monthly total a lot, so the baseline needs real measurement rather than a guess.

Why can a low shipment count still hide a lot of hours?

Hours follow the number of conversations a load creates, and furniture freight creates many. Quotes from several carriers and vendors, cost questions, appointment changes and follow-ups all land as separate threads.

Another furniture company shows this. In 30 days, Wilson coordinated 40 shipments, logged 42 vendor quotes and worked 125+ email threads. The thread count was far higher than the shipment count. That work, mostly quoting, cost discovery and follow-through, added up to roughly 15–25 hours a week of manual coordination that Wilson handled.

The lesson for your own estimate: if you only count shipments, you will undercount. Count threads and quotes too. A team that "only" ships a few dozen loads a month can still spend a large share of its week in the inbox.

How do you turn hours into a business case?

Multiply the hours by a loaded hourly cost, then weigh that against what automation costs per load. Keep the two sides in the same unit, per month or per load, so the comparison is clean.

For the labor side, use your own payroll numbers. If you need a public reference, the U.S. Bureau of Labor Statistics lists a $82,320 median annual wage for logisticians (May 2025), before benefits and overhead.

For the cost side, Wilson has no subscription fee. Carrier payments are built into the platform: the company preloads a wallet, and once a carrier’s invoice is audited and reconciled, Wilson pays the carrier from it. Pricing is a percentage of those payments, covering the full lifecycle: create, quote, tender, track, audit and pay. That makes the cost side scale with freight spend, which is easy to set next to your hours estimate. For a per-load version of this math, see building the freight automation business case per load.

Be careful with how you count the result. Freed hours usually move to judgment work, such as customers, carrier relationships and exception decisions, rather than disappearing from the payroll. The business case is often stronger when it covers growth: more loads without another hire.

How should you measure before and after on your own lanes?

Pick a few lanes, count touches by hand on a sample of real loads, then compare the same lanes once automation is running. Measurement should start only when the workflow is live on real loads, not during setup.

Choose representative lanes. Include at least one high-volume lane and one that tends to cause problems, such as LTL to retail customers with delivery appointments.
Sample real loads from the inbox. For each load, count emails sent and received, calls, portal lookups and record updates from order to POD.
Time a handful of touches. A stopwatch on a normal morning beats an estimate from memory.
Track the standard metrics. Manual touches per load, coordinator hours, time to book, missed pickups, time from exception to notification and POD collection time.
Compare the same lanes after. Wilson records every message, confirmation and change in each shipment’s change history, so the after-count comes from the record rather than recollection.

To decide which numbers to report, see freight coordination KPIs, and for the waiting-time side of the count, the hours lost waiting for carrier replies.

Which hours should stay with the team?

Not every touch should go away. Wilson starts with assisted execution, and the company decides which actions need approval, for example bookings above a cost threshold, carrier selections or customer notifications. Those approvals are deliberate touches and belong in the after-count.

Hours also stay with people when Wilson can't resolve something inside the rules: a carrier can't confirm, no approved carrier accepts a tender, or a decision exceeds the approval limits. In those cases Wilson escalates to the team. A good estimate removes the repetitive touches and keeps these decisions visible.

The decision criterion is simple: if your sampled touches per load, multiplied by your monthly volume, add up to more hours than your team can spare, the work is worth automating. Pull a sample of recent loads from one lane, count the touches, and check those touch counts against Wilson with our team.

Sources

Cartage customer results, October 2026 (anonymized)
Cartage, Wilson product FAQ, October 2026: https://cartage.ai
U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, Logisticians (May 2025 median pay): https://www.bls.gov/ooh/business-and-financial/logisticians.htm