In a recent episode of Between Two Quarters, Charley Dehoney, co-founder and CEO of Upwell, broke down how a decades-long frustration with freight's order-to-cash cycle became the foundation for an AI-native platform.
His story isn't about chasing a trend. It's about understanding exactly where the system breaks, and building something that actually fixes it.
The Problem Was Personal
Charley spent over 20 years in logistics. He didn't observe the order-to-cash problem from the outside, he lived it.
The gap between delivering freight and getting paid was slow, messy, and loaded with manual work. Missing documents, invoice mismatches, back-and-forth emails.
Cash tied up for weeks while teams chased information instead of moving forward. And underneath all of it, the same root cause: the judgment and decision-making buried inside back-office workflows that no tool had actually solved.
APIs improved how systems talked to each other. But connectivity was never the real bottleneck. The problem was always what happened in between, the human steps required to interpret, validate, and act on the data.
That's the gap Upwell was built to close, by rethinking freight invoice processing with AI and addressing the decision making layer that generic tools never solved.
The AI Unlock
Traditional automation could move data. It couldn't interpret it.
Generative AI changed that. It made it possible to handle the layer of work that previously required a human in the loop, classifying documents, matching invoices against rate confirmations, identifying exceptions before they turn into disputes.
What makes Upwell's approach different is that it doesn't just react to problems after the invoice is sent. By building an aggregated catalog of payment rules across thousands of shippers, the platform can flag issues before anything goes out the door.
That distinction matters more than it might seem. Most delays don't start when a shipper pushes back. They start much earlier, in the process that leads up to submission. Catching them there is what turns AR from reactive to preventative.
What Invoice Errors Actually Cost
A single missing document or mismatch doesn't just cause a delay. It triggers rounds of back-and-forth communication, manual investigation, and in some cases, short pays or write-offs that never fully get resolved.
The individual instance feels manageable. But across thousands of invoices, it compounds fast. Cash gets tied up longer than it should, teams spend time on work that shouldn't exist, and the finance numbers start reflecting an operational problem that nobody has directly addressed.
That's the reframe worth taking from this conversation. AR isn't just a finance problem. It's an operations problem that shows up in finance. And when you treat it that way, the solutions look very different.
What This Means for Your Business
The first question worth asking is whether your AR process is built around how freight actually works, or whether it's a generic system your team has learned to work around.
Most delays don't start when a shipper pushes back on an invoice. They start much earlier, in the workflows upstream. If your team is regularly chasing documents, correcting mismatches, or manually tracking what's been sent and what hasn't, the process itself is the problem. Adding more people manages the symptoms. It doesn't fix the source.
The second question is about visibility. If you can't see exactly where an invoice is sitting or what's causing a delay, you can't address it consistently. That lack of visibility is what turns small errors into cash flow problems and cash flow problems into growth constraints.
For freight brokers, the opportunity isn't just operational. Tightening your AR process directly improves working capital, reduces strain on your back office team, and creates a more predictable foundation for growth. In a market where costs are rising and margins are under pressure, that kind of internal control is one of the clearest advantages you can build.
The Bigger Shift
The takeaway isn't just about Upwell. It's about how freight finance needs to be approached differently.
AR is no longer just about sending invoices and chasing payments. It's about building a process that prevents issues before they start. When that's in place, cash moves faster, disputes drop, and the business becomes more resilient regardless of what the market is doing.
That shift is exactly what this conversation is about.
Listen to the full conversation with Charley Dehoney on Between Two Quarters.
Between Two Quarters by nvp capital, feat Charley Dehoney, cofounder and CEO of Upwell
