By Nick Ruggiero, Head of Product, LSP44
In August, I got on a call with a VP of operations at a brokerage doing about $300M a year. He shared his screen, and there it was: the spreadsheet. Five rows down the side, one per job he wanted off his desk. Seven vendors across the top. Every cell a green checkmark, which is the freight tech equivalent of a dating profile where everyone likes hiking.
He’d started out comparing freight analytics platforms, the way everybody does, and three months later he was looking at agents and asking me which column to pick.
I told him I couldn’t, because his spreadsheet contained no information. He’d asked seven sales teams if they could do a job, and seven sales teams said yes. I spent most of my career building platforms for shippers, so I’ve drawn that checkmark plenty. It’s an honest answer and a useless one.
So I asked if I could redo the spreadsheet with him on the call, and he said sure, in the voice of a man who’s been on many vendor calls. What follows is that hour: two definitions, his five rows, the five questions that weren’t on the grid, and the two rows where I told him to spend his money somewhere else.
First and Foremost: Two Starter Questions
ARC Advisory said something this spring I keep repeating: supply chain leaders have plenty of AI claims and hardly any proof. So before we touched a row, I answered two fundamental questions for him.
What Is a Freight Analytics Platform in 2026?
A freight analytics platform takes your shipment, rate, carrier, and event data and turns it into decisions about cost, capacity, and service. That definition hasn’t moved in a decade.
What moved, however, is what sits on top. Through 2024, the output was a dashboard somebody squinted at before going and doing something. Now the output feeds an agent that does the something.
He had DAT iQ and rate intelligence bolted onto his TMS, both fine. They tell you what a load should cost, and they’ve never moved one, and most buyers discover those are two different products after the contract is signed. A directory lists options. An operating system decides, executes, and learns from every load.
Why Has the Freight Analytics Platform Question Turned Into an Agent Question?
Because an agent is exactly as smart as the data underneath it, and no prompt is clever enough to fix that. Hand two agents the same instruction with different context and you get two different answers, and I’d bet one of them just re-tendered a load to a carrier with a conditional safety rating and felt great about it.
Gartner’s 2026 Hype Cycle for Agentic AI parks the category at the Peak of Inflated Expectations. Only 17% of organizations have deployed agents, more than 60% say they will within two years, and Gartner’s read is that the foundation matters as much as the agent.
Three months in, he hadn’t asked one vendor what their agent would know about his carriers before it touched a load.
What Are the Five Jobs Freight Teams Hire AI Agents to Do?
The five jobs are check calls, POD and document retrieval, appointment scheduling, exception management, and inbox triage. It’s the same list at every brokerage and 3PL I’ve walked through this year, because those are the five places a desk burns hours on work that doesn’t need a person.
They were his five rows too. We published a polite version of this list in July. This is the other one.
Job One: Check Calls and Status Cadence
A check call is a rep phoning a carrier to ask where the truck is, and it eats two hours of a rep’s day. His row was seven for seven, and he’d piloted a voice specialist he liked.
On the call itself, a voice agent beats any platform’s voice module, ours included, and HappyRobot’s $150M raise on August 4 at $1.2B says the market agrees.
Then we checked how many of his loads ran on carriers we had API connections to. Most of them. On an API network, a position lands every seven minutes, and a ping is a fact. A call gets a dispatcher once an hour, and a guess. His agent was dialing because dialing was all it had.
Ask what yours knows before it picks up the phone.
Job Two: POD and Document Retrieval
A POD is the signed proof the freight arrived, and you can’t invoice without it, so billing spends its day chasing carriers for paperwork by email and portal. This was the first row I told him a specialist might beat us on. Shortlist two.
The payback is cash; it hits DSO inside a billing cycle, and the good ones read a 2 a.m. truck stop BOL photo better than most humans. The catch is that retrieval is half the job, since the document still has to match a shipment and write back.
His team had hundreds of classified PDFs for loads no one could match. That’s why we built LTL PRO Resolution. A shipment with no valid PRO is a ghost, so the agent gets the number from the carrier and writes it back. Ask what theirs does when the PRO is wrong.
Job Three: Appointment Scheduling and Rescheduling
Scheduling is booking the dock window, and rescheduling is moving it when the truck’s going to miss, and a desk does both by phone. I told him to buy dock scheduling software, and he already had it, which made me like him more. Second row I’d hand to somebody else.
So why was the row still there? Detention. ATRI’s survey of 587 drivers and 245 carriers found drivers held at 39.3% of stops in 2023, up to 209 hours a year each, $11.5B in lost productivity and $3.6B in direct cost.
Rescheduling is an ETA problem before it’s a calendar problem. His dock software owned the slot, with no idea the truck was 90 minutes down outside Effingham. Something has to see the slip and move the slot first. That’s Dispatch & Appointment. Ask what triggers a reschedule, and how early.
Job Four: Exception Management and ETA Validation
An exception is any load that’s off plan, late, stuck, missing a status, and someone has to notice, figure out what’s true, and fix it. He got annoyed here because he’d watched four exception demos that all looked great.
Every exception demo is the same: 90 seconds, red row, click, green row, rehearsed so you don’t ask where the red row came from. Ask anyway. Detection quality is the data underneath, and a tool on your TMS’s feed inherits every gap your TMS has, so it finds what you knew and misses what costs money.
Then there’s the fix, which is a network action. Re-tendering means knowing who’s next best on that lane this week and how to reach them, which ARC Advisory calls tracking to intervention and we call the Intelligence layer. Make every vendor show you an exception your TMS never flagged and what they did. Two of his four couldn’t.
Job Five: Inbox Triage and Inbound Routing
Inbox triage is working the shared ops mailbox, where carrier updates and customer “where’s my freight” emails pile up, and somebody reads each one to figure out which load it’s about. I told him this was the easiest row and to take the win, because sorting email is close to what these models do naturally. What worried me was the write-back.
I made him read CargoNet’s Q2 report from August 6. Theft incidents were down 26% year over year. Yet, losses more than doubled to $304.6M, and the schemes that held steady were business email compromise and shipment misdirection. The physical stuff got harder, and the email stuff kept working.
He was about to let software answer carrier emails without asking what it checks before it hits send. Ask what the agent verifies about a sender before it acts, and at what dollar amount a person has to look first.
Five More Questions Before Putting Pen to Paper
By then his five rows had answers, and the spreadsheet had run out of columns, which was the point. The questions that decide whether any of this works don’t fit in a grid, and none of his seven vendors had volunteered them.
Should You Buy a Point Tool and Go Home?
Halfway through, he asked when he should just buy a point tool and be done. Fair question, and there are three cases where the answer is yes.
- You’re a Shipper: LSP44 is built for brokers, 3PLs, and forwarders moving someone else’s freight. If you’re buying for your own, you want project44, and I’ll walk you over myself.
- One Desk Is Underwater, and the Rest of the Operation Is Fine: Buy the specialist for that desk. Infrastructure bought in a panic gets ripped out 18 months later by whoever inherited it.
- Your Dock Calendar Is the Constraint: Covered above, and repeated because it’s the miss I see most.
He didn’t fit any of the three. He had three of five rows on fire at once, and that’s where I stopped being polite.
What Did the Supreme Court Do to Your Audit Log?
On May 14, the Supreme Court ruled 9-0 in Montgomery v. Caribe Transport II that negligent-hiring claims against brokers survive FAAAA preemption, and a decade-old shield was gone. Four days later, the 4th Circuit vacated Echo Global’s summary judgment.
He hadn’t connected that to the spreadsheet. Any agent that picks a carrier or re-tenders a load leaves a discoverable record of a safety decision, and every late-night re-tender is a document a plaintiff’s attorney will eventually read to a jury. If your vendor’s audit log is a CSV export, congratulations, you’ve prebuilt the exhibit. Ask if you’ll still have that log in two years.
Which Autonomy Tier Are You Actually Buying?
He asked this one himself, so the ruling had landed. You set the autonomy by customer, by lane, and by dollar threshold, and a vendor who hands you an on/off switch has never sold to a burned broker.
Four tiers, and make every vendor name which one you’re buying:
- Observe: Watches and reports; touches nothing.
- Recommend: Proposes and waits for you.
- Act With Approval: Executes after a human signs off, inside your thresholds.
- Act Autonomously: Executes inside your guardrails, with every action logged.
This matters more than any feature list. Gartner expects over 40% of agentic AI projects will be canceled by late 2027 over cost, value, or controls, and MIT’s NANDA group found 95% of 300 enterprise AI projects had no measurable P&L impact. These projects die in procurement, and they die over control.
What Does Buying Five Tools Really Cost?
We crunched numbers on the call. Five jobs bought separately are five contracts, five integrations, five write-back paths, five audit trails, and five vendors who all have to survive until 2029. Not to mention, the license fees were the smallest number on that list and the only one in his business case. The real cost is the evidence.
ATRI found 94.5% of fleets charge detention and collect on fewer than half the invoices: the work got done and the paperwork couldn’t prove it. Every vendor on his grid priced the task and left the evidence as somebody else’s problem. Ask each one what happens to the record when their tool is wrong, and count the shrugs.
What Happens When You Add the Second Agent?
None of his seven vendors wanted this question, because it separates a pilot from a purchase. Anyone can get one agent live on one workflow. With five-point tools, the second agent is a second integration project and a second vendor to keep alive. With one data graph, it’s a configuration, and the difference compounds with every agent you add.
As of our quarter ending July 31, most customers run three or more agents; the next one adds no integration work, and new ARR grew 76% quarter over quarter with net retention up 393 basis points.
I’d rather you check it than take my word. Ask every vendor what the second agent costs to stand up, and count the statements of work.
Buy the Layer Underneath the Agent
He went back to his spreadsheet and replaced every green checkmark with the answer to the question for that row. Most turned yellow, a few turned red, and it was the first honest version of the grid he’d seen in three months.
So score the jobs, then buy the data layer. The specialists will keep getting better at single jobs. What compounds is the context underneath, and there’s exactly one place to get 11 years of it.
LSP44 runs on 280,000+ carriers and 706 million carrier events a day, roughly $1B in the making. Nine of the 10 largest logistics providers on the Armstrong & Associates Top 50 run on it; we’ve been profitable since day one, and most of the companies on your grid can’t say either. Your TMS manages the record. LSP44 executes the work.
Sometime in 2028, an attorney is going to ask your software to explain a carrier selection. Buy for that conversation.
If you’ve got a spreadsheet like his, book a 30-minute mission briefing and bring it. We’ll go row by row, and I’ll tell you to your face which rows we lose.