Your Data Is a Gold Mine. The Big Guys Already Know.

By Millisa Nwokolo, Founder of La Crown Inc. — May 9, 2026

The dot-com playbook had me convinced I needed to build SaaS to sell. Then it hit me. The big freight brokerages are consolidating for a reason — and you have about 18 months before the SaaS companies you depend on turn on you for their own profit game.


A few weeks ago I was sitting at my desk, half-staring at fifteen open tabs, when the realization hit me like a ton of bricks. I had spent the better part of a year building tools — voice agents, automations, a custom layer on top of my TMS — and somewhere in the back of my mind I'd been telling myself the same story every operator-turned-builder tells themselves. Maybe one day I'll spin this off and sell it. Maybe this is the next big SaaS exit. Maybe I get to be one of those dot-com folks who cashed out and made millions.

I had to laugh at myself. I was about to fall into the wrong trap.

I'm not building software to sell. I'm building software to save my own margin. And the second I admitted that out loud, the entire roadmap changed.

What Sets Me Apart Isn't My Software

I don't just move freight. I have power in my space. Twenty-six years of relationships, lane history, customer quirks, carrier preferences, dispute patterns. None of that lives inside a SaaS subscription. It lives inside me, and inside the data my agency has accumulated over a decade of moving real loads for real shippers.

That's the moat. Not the dashboard. Not the prettier UI. The data. And the relationships I built around the data.

The mistake I almost made is the same one I see brokers and small 3PL operators make every day. They look at a software vendor with a slick demo and think, "I should build that and sell it." So they spend two years building a horizontal product for an average user, when they could have spent two months building the specific systems that would have kept ten percent more of their gross profit for the rest of their career.

Andreessen Horowitz, Bessemer, Gartner — they're all saying the same thing in 2026: vertical AI agents will be ten times bigger than legacy SaaS, vertical platforms are reaching $100 million ARR faster than any prior generation of software companies, and 80% of enterprises will have adopted vertical AI agents by year end. Vertical is the operative word. Built for an industry. Built on industry data. Built into industry workflows.

I'm not building software to sell. I'm building software to protect my book of business. That's a completely different game.

The Big Guys Are Telling You What's Coming

You don't have to take my word for any of this. Look at what's actually happening at the top of the food chain.

C.H. Robinson — the largest non-asset broker in North America — now runs more than thirty AI agents at scale. Their fleet has performed over three million shipping tasks. Their quoting agent delivers customer-specific prices in 32 seconds. Their orders agent reads emailed tenders and builds orders in 90 seconds, processing 5,500 truckload orders per day and saving 600 labor hours every single day. Their adjusted operating margin hit 31.3 percent in Q3 2025. Their stock returned 60 percent year-to-date by the end of last year. While most of their competitors are bleeding money in a soft market, C.H. Robinson is printing it. That isn't because they hired better salespeople. That's because they own their stack.

3M+

Shipping tasks already automated by AI agents at one broker

RXO bought Coyote Logistics for $1.025 billion in late 2024 to absorb the carrier network and consolidate the technology onto one platform. Schneider National bought Cowan Systems for $390 million to integrate intermodal brokerage with asset trucking. Sennder consolidated its position in Europe. The pattern isn't a coincidence. The big guys are reading the same tea leaves you and I are: scale plus owned technology equals survival. Everyone else is in trouble.

And remember Convoy. $3.8 billion valuation in April 2022. Shut down by October 2023. They had eighty thousand carriers, five hundred employees, and the most sophisticated brokerage tech stack ever built — and they didn't survive eighteen months because they were a tech platform pretending to be a broker. They didn't have the relationships. They didn't have the operational depth. They were betting that software alone could replace what people like you and me have built over decades. Tech without operations is fragile. Operations with bolted-on tech is unbeatable.

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The 12-to-15-Tab Problem Every Broker Knows

If you're in the trenches, you already know what I'm about to say. On any given day to do my job I have somewhere between twelve and fifteen websites open. TMS. Load board, sometimes two. Carrier compliance portal. Tracking platform. COI inbox. Email. Customer portal. Quoting tool. Mileage calculator. Accounting. Shared drive. Slack. The carrier's GPS app. The shipper's appointment scheduler.

Each tab is a subscription. Each subscription was built for the average broker doing the average task on the average day. None of them were built for me. So I duct-tape the workflow together, copy data from one system to another, and lose three hours a day to nothing.

That isn't a workflow. That's tab tax. And the worst part is, the data I just typed into five different tools? It's mine. I generated it. I paid for the privilege of generating it. And then I rented out my own information back to the vendor at $200 a month for the right to look at it inside their UI.

The 18-Month Window (And Why I Think I'm Right)

Here's where I'll stick my neck out — the same way I stuck it out in 2018 when I sat in a leadership board meeting and called a merger that nobody else in the room saw coming. The owner spent the entire weekend trying to walk it back. The walk-back made it worse. Two years later, the deal closed exactly the way I said it would. I'm as sure about this prediction as I was about that one.

The SaaS companies you depend on right now are facing a structural reset. Bain found that 78 percent of IT leaders expect agentic AI to replace or augment ERP functions within three years. Stax and Grant Thornton's analysis of vertical SaaS in 2026 said it plainly: seat-based pricing is coming under pressure, and platforms whose only job was to "surface information or guide human action" are the most vulnerable. Gartner predicts that 90 percent of B2B buying will be AI-agent-intermediated by 2028, pushing $15 trillion of B2B spend through agent exchanges.

Here's what that means in plain English. The friendly software vendor who sold you a TMS subscription five years ago is going to need to find a way to stay relevant. The easiest way to do that is to squeeze you. Higher prices. Forced upgrades. Bundled features you don't want and don't need. Lock-in clauses on the data you generated. New "AI tiers" priced like they're a different product. The same SaaS friend who has been your partner for half a decade is going to have to choose between his investors and you. He's going to pick his investors.

You have about 18 months before the squeeze starts in earnest. Use it.

If I sat in your business under an NDA for 14 hours, you'd dump half your subscriptions before the second day started. The data you already have is a gold mine. It just needs cleanup and a system to make it actionable.

The Real Playbook: Sit Your Tech Person Next to Your Operator

I'm calling out every founder, every CEO, every owner-operator running a small to mid-sized agency. Here's the move. It costs almost nothing.

Pull your tech person — the one you already have, the kid who set up your QuickBooks or built your last website, the one who can write a little Python or knows how to wire up a no-code tool. Sit them next to your top customer rep or your best carrier sales person for an entire day. Not a meeting. Not a kickoff call. A full day, in the chair.

Pour out everything you know. The shipper quirks. The lane history. The carrier patterns. The reason you always call Bright Trucking second instead of first. The reason your top customer demands an answer before nine a.m. on Mondays. The reason you flag a particular carrier in your TMS as "do not use" but everyone forgets after six months and books them anyway. That knowledge is your gold mine. Get it out of your head and into systems, one customer at a time, one workflow at a time.

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Build one thing first. Make it work. Then build the next. Don't try to replace your TMS in week one. Pick the most painful manual workflow you have and automate exactly that. Then move to the next one. The compound effect over twelve months is staggering.
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Make the AI remember. Last month I linked Claude to my TMS and started asking it questions about my own book of business. Each time I added a piece of context — a customer-specific rule, a lane-specific quirk — it remembered. Now my customer skill knows my customers. Not in a generic way. In the specific way only twenty-six years in the chair could teach.
🗝️
Own the data layer. Whatever you build, build it on top of data you control — not data trapped inside another vendor's database. The day a SaaS partner decides to triple their price, you want to be able to walk away clean.
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Give Your Reps the 18-Month-Old Interface

I have an 18-month-old. His attention span is about the same as a freight broker's on a Monday morning. That isn't an insult. That's the design constraint we should be building for.

What does a customer rep actually need? Not another dashboard with twenty-three KPIs. Not another portal to log into. They need a single line they can speak out loud:

"List my top active carriers in this lane. Now call them for me. Tell Josh I said he owes me one — and that he's still here, and he promises to call soon."

That's it. That's the interface. Voice in. Action out. Context preserved. Relationships intact. No tab-switching. No copy-paste. No sticky notes. Just the rep's brain and the right system on the other end of a sentence.

I'm not saying never call Bright Trucking again. Of course your sales reps still have to make real calls and build real relationships. The carrier you've worked with for twelve years is still going to pick up because you called, not because an agent did. What I am saying is this: pick the day every couple of weeks where every active carrier in your book gets a quick check-in call from an auto-dialer that says, in your rep's voice, "Hey, this is Josh's broker — just keeping the door open. Let me know what you've got." That's not a replacement for the relationship. That's how you scale it.

We Are Running Helter-Skelter. Time to Get Back to Basics.

The basics haven't changed in twenty-six years. Know your customer. Know your carriers. Move the freight clean. Get paid on time. Treat people right.

What changed is the cost of doing the work that supports the basics. AI didn't replace any of those five things. It replaced the four hours of tab-switching and data entry that were keeping you from doing those five things well in the first place.

I'm a little guy in a big pond. Always have been. But the big guys just gave us all the same warning by quietly buying their tech competitors, automating millions of tasks, and consolidating their operations onto unified platforms. They wouldn't be moving this fast if they didn't see something coming. You and I have the same window they do — the same eighteen months, the same toolkit, the same access to AI that genuinely understands a freight workflow. The difference is they're using their window. Most of us aren't using ours.

Stop renting your edge. Build the systems your business deserves. The data is already yours. The window won't be open forever.

Build one thing this week. Then build the next thing the week after. Sit your tech person next to your operator. Pour out what you know. Stop chasing the dot-com exit and start protecting the margin you already have. That's the play.

The Receipts

Where I Got the Numbers

Every stat, prediction, and named deal in this post comes from a real report. Don't take my word for it. Read it yourself.

  1. C.H. Robinson runs 30+ AI agents that have automated 3M+ shipping tasks; quoting agent delivers prices in 32 seconds; orders agent processes 5,500 truckload orders per day, saving 600 labor hours daily.C.H. Robinson press release, October 14, 2025 — "C.H. Robinson Scales Fleet of AI Agents Past 30."chrobinson.com/en-us/about-us/newsroom/news/2025/ch-robinson-scales-fleet-of-ai-agents-past-30
  2. C.H. Robinson adjusted operating margin of 31.3% in Q3 2025 (680 basis point YoY improvement); ~$448M net income through Q3 2025.Keynnect Logistics, "The Top 5 Most Profitable Freight Brokerages in 2025," January 2026.keynnectlogistics.com/top-5-most-profitable-freight-brokerage-2025
  3. C.H. Robinson stock returned 60% from start of 2025 through end of year, outpacing competitors; AI agents delivered 30% productivity gain since 2023.Star Tribune, "Eden Prairie's C.H. Robinson, a logistics stalwart, disrupting industry with AI," December 23, 2025.startribune.com/ai-disruption-ch-robinson-logistics-industry-leader-dave-bozeman-shipping/601498776
  4. RXO acquired Coyote Logistics for $1.025 billion in late 2024, becoming the third-largest North American freight broker.FreightWaves, "RXO shares soar on news of Coyote deal; combined company to be 3rd-biggest 3PL," June 25, 2024.freightwaves.com/news/rxo-shares-soar-on-news-of-coyote-deal-combined-company-to-be-3rd-biggest-3pl
  5. Schneider National acquired Cowan Systems for $390 million in November 2024, integrating intermodal brokerage with asset trucking.Mordor Intelligence, "North America Freight Brokerage Services Market Size, Share & 2030 Growth Trends Report."mordorintelligence.com/industry-reports/north-america-freight-brokerage-services-market
  6. Convoy reached a $3.8 billion valuation in April 2022 and shut down core operations in October 2023; 80,000 carriers and 500 employees at peak.FreightWaves, "Convoy co-founder reflects on digital brokerage's rise and fall," November 2024.freightwaves.com/news/convoy-co-founder-reflects-on-digital-brokerages-rise-and-fall
  7. Bessemer Venture Partners projects vertical AI market capitalization could grow 10x larger than legacy SaaS solutions; vertical AI-native companies reaching $100M ARR faster than any prior generation of SaaS startups.Bessemer Venture Partners outlook, summarized via Turing's "How Vertical AI Agents Are Reshaping Industries" (January 2026) and SaaS Mag's "Why Vertical SaaS Is Outperforming Horizontal Platforms" (April 2026).turing.com/resources/vertical-ai-agents
    saasmag.com/vertical-saas-outperforming-horizontal-2026
  8. Gartner predicts 80% of enterprises will have adopted vertical AI agents by 2026; 90% of B2B buying will be AI-agent-intermediated by 2028, pushing over $15 trillion of B2B spend through agent exchanges.Gartner strategic predictions for 2026, summarized via Turing and Rob Saker's analysis "AI is Eating Enterprise SaaS" on Medium (February 2026).medium.com/@rsaker/ai-is-eating-enterprise-saas-1259d352f193
  9. Bain found that 78% of IT leaders expect agentic AI to replace or augment ERP functions within three years; only 6% would recommend their current systems integrator for the upgrade.Bain Technology Report 2025, summarized via Rob Saker's analysis on Medium (February 2026).medium.com/@rsaker/ai-is-eating-enterprise-saas-1259d352f193
  10. Seat-based SaaS pricing is coming under pressure as AI raises operator leverage; platforms whose only job is to "surface information or guide human action" are the most vulnerable; the system of record is evolving into a system of action.Stax / Grant Thornton, "How AI is Reshaping Vertical SaaS," March 30, 2026.stax.com/insights/how-ai-is-reshaping-vertical-saas
  11. Andreessen Horowitz vertical AI / vertical SaaS thesis (Big Ideas 2026); Sarah Wang and Alex Immerman on the system of record losing primacy to agentic, multi-party platforms.a16z Big Ideas 2026, referenced in Rob Saker's "AI is Eating Enterprise SaaS" (Medium, February 2026) and SaaS Mag's vertical SaaS analysis (April 2026).saasmag.com/vertical-saas-outperforming-horizontal-2026
  12. Convoy collapse cautionary analysis: tech without operational depth is fragile; lack of physical stickiness and shipper-carrier exclusivity contributed to the failure.The Logistics Navigators, "Convoy's Collapse: What Went Wrong with Digital Freight's Biggest Bet," April 2025.logisticsnavigators.com/casestudies/convoys-shutdown-and-the-limits-of-freighttech-hype

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