Data is plentiful. Actionable intelligence is scarce.
Carrier Logistics Inc. has spent more than five decades building software that keeps freight moving — tracking shipments, managing pickups, reconciling accounts. Now the Elmsford, New York company is changing hands, and the firm buying it has something more ambitious in mind than better record-keeping.
STG, a private equity firm that specializes in data, software, and analytics companies, announced this week that it has acquired CLI with the explicit goal of rebuilding the platform from the inside out around agentic artificial intelligence. The target is nothing less than what the company calls an AI-native operating system for terminal-based motor carriers — software that doesn't just track what's happening at a freight dock but actively makes decisions about it.
CLI is a substantial asset to acquire. The company's platform spans more than 20 modules covering everything from initial pickup through final billing, and it serves carriers across the United States and Canada. It has won industry recognition, including a spot on HDT's Top 20 Products list, and it holds a strong position in the less-than-truckload software market — a niche that is operationally complex enough that switching costs are high and incumbents tend to stay incumbents.
What STG is betting on is that incumbency alone won't be enough. The LTL industry generates enormous volumes of operational data — every trailer movement, every dock assignment, every delivery exception — but most of that data currently feeds reports rather than decisions. The gap between information and action is where STG sees its opening.
Rushi Kulkarni, Managing Director and Co-Head of the Lower Mid-Market Allegro Strategy at STG, described the acquisition as an effort to wire intelligence directly into the operational nervous system of freight carriers. The vision is AI agents that handle autonomous dispatch and routing in real time, adjust to sudden surges at terminals, manage routine logistics exceptions without human intervention, and flag the genuinely complicated situations for a human operator to resolve. Predictive modeling for dock workflows — reducing the time trailers sit idle, squeezing more utilization out of existing equipment — is also on the roadmap.
Ben Wiesen, CLI's president, framed the deal as continuity with acceleration. The existing team stays on, the carrier relationships remain intact, and the company keeps its footing as the market-leading transportation management system for LTL. What changes is the pace and direction of product development, with STG's capital flowing into an expanded R&D effort aimed at moving CLI's customers away from manual, legacy processes toward what the company is calling an intelligent terminal environment.
The structure of the AI approach is worth noting. STG is not describing a system that replaces human operators — it is describing one that reserves human judgment for the decisions that actually require it. Routine exceptions get handled automatically. Complex variables get escalated. The human stays in the loop, but the loop gets tighter and faster. Whether that framing holds up in practice will depend on how well the AI agents perform under real terminal conditions, where the unexpected is routine.
Arcadia Capital advised CLI on the financial side of the transaction; Sheppard, Mullin, Richter & Hampton LLP handled CLI's legal work. STG was represented by Paul Hastings LLP. Terms of the deal were not disclosed.
STG has built a portfolio of more than 60 global companies, and its pattern is to acquire market leaders in specialized software categories and invest heavily in modernizing them. CLI fits that template. The question going forward is whether the agentic AI buildout can move fast enough to matter — and whether other players in the LTL software market will respond in kind, or cede the ground.
Notable Quotes
We are not just buying a market leader — we are enabling the development of a brain into the nervous system of LTL operations.— Rushi Kulkarni, Managing Director & Co-Head of the Lower Mid-Market Allegro Strategy, STG
STG's investment will allow us to maintain our position as the market-leading TMS for LTL and deliver the next generation of AI-driven tools our clients need to stay competitive.— Ben Wiesen, President, Carrier Logistics Inc.
The Hearth Conversation Another angle on the story
Why does a fifty-year-old freight software company need an AI overhaul now, specifically?
Because the data has finally caught up with the ambition. LTL terminals have always generated enormous operational information — every dock move, every exception, every trailer assignment. For decades that data fed reports. Now there's enough of it, and the models are good enough, to feed decisions instead.
What's the difference between what CLI does today and what STG wants it to do?
Today the software orchestrates workflows and keeps records. A dispatcher still decides where the truck goes. The new vision is software that makes the dispatch call itself, in real time, and only surfaces the genuinely hard cases to a human.
That sounds like it could threaten jobs. Is that the subtext here?
It's the tension underneath the polished language about "human-in-the-loop" design. The framing is that humans stay central to the most critical decisions. But if AI handles routine exceptions automatically, the definition of what counts as routine tends to expand over time.
Why does STG want to own this rather than just sell AI tools to CLI?
Owning the platform means owning the data and the customer relationships. If you can wire intelligence into the operating system that carriers depend on every day, you're not selling a feature — you're becoming infrastructure.
CLI has customers across the U.S. and Canada. What's the risk to them in this transition?
The risk is disruption during a rebuild. Freight operations don't have a pause button. If the AI agents make bad calls during a terminal surge, the consequences are real — missed deliveries, idle trailers, unhappy shippers. The promise of optimization has to survive contact with a loading dock at six in the morning.
Is the LTL software market competitive enough that this move will force a response from rivals?
That's exactly the right question to watch. CLI is the market leader, and STG is betting that an AI-native platform creates a moat. If it works, competitors either follow or fall behind. If it stumbles, the incumbency advantage CLI already has may prove more durable than any algorithm.