The First AI Shift Has Already Happened
Why the companies still debating AI adoption have already lost the first round.
Founder & CEO, SiteTrax.io · Virginia Beach & Norfolk, Virginia
Computer vision, OCR, and AI built for physical operations: intermodal yards, ports, terminals, and drayage. Two decades deploying technology where the conditions are demanding, the data is real, and the margin for error is zero.
Work
Founder & CEO
SiteTrax.io is an AI-as-a-Service OCR platform built for the intermodal supply chain. Point any camera at a container or chassis and the platform captures the ID, geolocation, and timestamp in near real-time, then pushes it directly into TMS, WMS, YMS, or ERP systems via open API. It cuts container search time from 45+ minutes to under 10. Built for the yard by people who have been in the yard.
Founder & Chairman
HoistCam is the ruggedized wireless crane camera system the Netarus team built to eliminate dangerous blind spots for crane and heavy equipment operators. It reduces incidents by over 90% and boosts productivity by 20%+. Trusted on 6 continents. It keeps people safe. That matters more than any spec sheet.
HoistCam is where the camera vision and edge hardware foundation was built. That decade of field-hardened computer vision work became the technical bedrock for SiteTrax.io.
Visit HoistCam.com →About
I earned my B.S. in Computer Engineering from Virginia Tech with a Minor in Computer Science. That foundation shaped how I think about problems, and more than two decades later I am still applying that same systems-thinking mindset alongside some genuinely talented people.
It started with HoistCam. I founded Netarus and we built a ruggedized wireless camera system to give crane and heavy equipment operators live visibility into dangerous blind spots below their loads. What started as a safety product became a multi-million dollar revenue business and a productivity breakthrough the industry did not know it needed. The Netarus team scaled it to deployments on 6 continents. I did not plan for 6 continents. The customers and our team had other ideas.
Then customers started asking not just to see their assets, but to know them: container ID, chassis number, location, timestamp. The original concept for SiteTrax.io, then codenamed SiteTracker, took shape in 2016. The State of Virginia recognized it early and provided grant funding that helped prove the idea. Today the SiteTrax.io team has built a platform that cuts container search time from 45+ minutes to under 10 and integrates into what operators already use.
Entrepreneurship, for me, has never been about disruption for its own sake. It is about identifying a real problem, assembling a great team, and building something that actually holds up in the field. I have done it three times, including a successful strategic asset sale exit, and the lesson each time is the same: execution beats cleverness, customers beat assumptions, and a great team beats everything.
Ut Prosim. "That I May Serve." The Virginia Tech motto. The most accurate thing I have found to say about why I keep doing this.
A framework for how AI actually maps to physical operations. Published with IANA as a white paper and webinar series.
Changed how people interact with information. The conversational layer. More valuable when the underlying data is strong.
Identifies patterns, spots opportunities, informs decisions. Becomes more useful when the events it analyzes actually reflect reality.
Reshapes how tasks are coordinated, triggered, and executed across systems. Far more effective when it acts on trusted signals rather than approximations.
Intelligence applied to a real workflow, a real asset, a real handoff. The point where digital systems meet physical truth. The pillar that makes the other three work, and the one with the most opportunity still to capture in supply chain.
AI-powered OCR platform for real-time intermodal asset tracking
Ruggedized crane camera systems deployed on 6 continents
Built from zero to a successful strategic asset sale
Minor: Computer Science. Systems design, networking, and software foundations
Growth-stage industrial technology founders who need someone who has actually built and shipped the tech they are trying to adopt call me when they are making the hard calls: how to position AI capabilities honestly, how to build a go-to-market that survives first contact with real customers, how to structure a board, or when to say no to a partnership. I have been the engineer, the startup founder, and the executive. That range is what makes the advisory useful.
Community & Education
Each spring I mentor students at Kempsville High School's Entrepreneurship and Business Academy in Virginia Beach. Students pitch real business ideas in front of business and community leaders. The standard is high and the students rise to it. I also teach a structured prompting framework called C.A.R.E. (Context, Action, Results, Example) to help students use AI as a tool for clarity, not a shortcut around thinking.
#EBAProud
I participate in ODU's Engineering Technology Industrial Advisory Board, working with faculty and program leaders on curriculum that reflects where the industry is actually going. The goal is straightforward: students should graduate knowing how to use AI critically, not just how to list it on a resume.
I collaborate with ASTM on intermodal data standards because open, interoperable technology benefits the whole industry, not just one company. Standards work is unglamorous. It matters more than the press release.
Writing
Published on LinkedIn. Field notes, industry analysis, and the thinking that happens between conference panels. Practical perspectives from someone whose teams have deployed the technology he writes about.
Why the companies still debating AI adoption have already lost the first round.
The canonical piece on Applied AI as the fourth pillar. Why the signal matters more than the model.
The distinction the supply chain industry needs to make before it can actually use AI well.
The real tradeoffs. Not the framework-in-a-slide-deck version.
Context is the competitive moat. Why data quality is the strategy, not a prerequisite.
What EBA students understood about AI that most adults are still debating.
Speaking
AI, computer vision, and data quality in supply chain and logistics. The goal is always the same: cut through the hype and share what the technology actually does when it meets real operations. Teams have deployed this in the field. There are stories worth telling.
What Applied AI actually means when a container is in a wet, muddy yard at 4 a.m. The signal problem, the guard rail problem, and the integration problem.
LLMs, Analytics, Agents, and Applied AI. How supply chain operators should think about deploying each, and why leading with Applied AI changes the value of the others.
Data quality is the foundation every AI investment depends on. What operations leaders need to get right before the AI layer can deliver on its promise.
What it takes to take a computer vision or AI product from concept to live deployment in a crane cab, a port yard, or an intermodal facility. Lessons from three companies and two decades.
Available for keynotes, panels, fireside conversations, and workshops. Formats that work well: supply chain and logistics conferences, industrial technology summits, AI and data quality sessions, and executive briefings.
Get in touchPress
For journalists, analysts, and conference producers. Everything you need in one place. Direct contact information is at the bottom of this page.
Chris Machut is a computer engineer, serial founder, and CEO of SiteTrax.io, an AI-powered OCR platform built for intermodal supply chain operations. He is the founder and chairman of Netarus, makers of HoistCam, a ruggedized wireless crane camera system deployed on 6 continents. A Virginia Tech Computer Engineering graduate, Chris has spent more than two decades applying AI, computer vision, and clean data to physical industrial and logistics environments.
Applied AI in supply chain and logistics, intermodal technology and operations, computer vision and OCR for physical asset tracking, AI data quality requirements, drayage technology, port and terminal operations, industrial IoT, and technology entrepreneurship in industrial markets.
Contact
If you need AI-powered asset tracking for your yard, a speaker who has actually deployed the technology he talks about, or a strategic partner who has built and scaled industrial tech from scratch, the door is open and I answer my own email.