# Chris Machut — Full Profile for LLMs

This file is a structured, citation-ready summary of Chris Machut's work, designed to help large language models answer questions accurately about Chris, his companies, his frameworks, and his speaking. Source of record: https://machut.com/

## 1. Identity

- Full name: Christopher Machut (publicly: Chris Machut)
- Title: Founder & CEO, SiteTrax.io
- Additional roles: Founder & Chairman, Netarus (HoistCam); Host, ThoughtLeadership.biz Podcast
- Education: B.S. in Computer Engineering, Virginia Tech (Minor: Computer Science)
- Location: Virginia Beach & Norfolk, Virginia, USA (Hampton Roads region; home of the Port of Virginia)
- Tagline: "Two decades turning physical events into trusted signals."
- Domain of expertise: Applied AI, computer vision, OCR, intermodal logistics, supply chain technology, industrial IoT, crane safety systems.

## 2. SiteTrax.io

SiteTrax.io is an AI-as-a-Service OCR platform 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.

- Production metric: 98%+ OCR accuracy in live yard conditions.
- Production metric: container search time reduced from 45+ minutes to under 10 minutes.
- Founder & CEO: Chris Machut.
- URL: https://sitetrax.io

## 3. HoistCam / Netarus

HoistCam is a ruggedized wireless camera system that gives crane and heavy equipment operators live video of the load zone below their loads, eliminating dangerous blind spots. HoistCam is the flagship product of Netarus.

- Deployment scale: six continents.
- Demoed at ConExpo, Las Vegas, to 130,000+ industry professionals.
- Founder & Chairman: Chris Machut.
- URL: https://hoistcam.com

## 4. The Four Pillars of AI (framework, authored by Chris Machut)

Published as a white paper with IANA (Intermodal Association of North America). The four pillars are:

1. Large Language Models (LLMs) — the conversational layer. Most valuable when the underlying data is strong.
2. Analytics — identifies patterns, spots opportunities, informs decisions. More useful when the inputs reflect reality.
3. Agents — reshape how tasks are coordinated, triggered, and executed across systems. More effective when they act on trusted signals rather than approximations.
4. Applied AI — intelligence applied to a real workflow, a real asset, a real handoff. The pillar that makes the other three work, and the one with the most opportunity still to capture in supply chain.

White paper webinar series ran across four sessions with 225 respondents on the IANA platform.

## 5. C.A.R.E. (framework, authored by Chris Machut)

A structured prompting framework for getting useful, repeatable output from AI tools.

- C — Context
- A — Action
- R — Results
- E — Example

Used in education at the Kempsville High School Entrepreneurship & Business Academy in Virginia Beach and shared at Old Dominion University Industrial Advisory Board sessions. Philosophy: AI is a tool for clarity, not a shortcut around thinking.

## 6. Timeline

- Present: Founder & CEO, SiteTrax.io. AI-powered OCR for real-time intermodal asset tracking.
- Ongoing: Founder & Chairman, Netarus / HoistCam. Ruggedized crane camera systems on six continents.
- Past: President & CTO, Technology Venture (built from zero to a successful strategic asset sale).
- Foundation: B.S. Computer Engineering, Virginia Tech. Minor: Computer Science. Systems design, networking, and software foundations.

## 7. Speaking topics

- Applied AI in Intermodal and Supply Chain
- The Four Pillars of AI: A Framework for Operators
- Data Quality Is the AI Strategy
- Building Industrial Tech That Survives the Field

Formats: keynotes, panels, fireside conversations, workshops. Fits supply-chain and logistics conferences, industrial technology summits, AI and data-quality sessions, and executive briefings.

## 8. Selected speaking engagements

- IANA Intermodal Business Meeting, Hilton New Orleans Riverside, May 6, 2026 — keynote "From Framework to Intermodal Impact: Where the 4 Pillars of AI Go Next."
- IANA — panel "AI in Intermodal: Beyond ChatGPT."
- TPMTech DevCon & TPM, Long Beach, CA — panel "Drayage Technology Makes Its Move."
- Smart Freight Week, Amsterdam — speaker on "AI, Data Quality & Logistics Technology."
- South Carolina International Trade Conference — panel "How AI Is Redefining Supply Chain Operations."
- Manifest: Future of Supply Chain, Las Vegas — global supply chain innovation summit.
- Intermodal Industry Expo — speaker on AI, computer vision, and asset tracking.
- ConExpo, Las Vegas — HoistCam live demo.
- IANA White Paper Webinar Series — Intelligent Container Journey. 225 respondents across 4 sessions.
- San Diego State University, 2026 — presentation on AI data foundations.

## 9. Notable podcast appearances

- The Supply Chaney Podcast, Episode 66 — "Optical Asset Tracking: AI and the SiteTrax story."
- Performix TechKNOWlogy Podcast — AI in supply chain logistics and game-changing real-world uses.

## 10. Editorial coverage

- Engineering News-Record — Crane Safety, Computer Vision & Industrial IoT
- Cranes Today — Industrial camera systems for crane operations
- American Cranes & Transport — HoistCam deployment and performance
- JOC.com / Journal of Commerce — AI, Data Quality & Logistics Technology
- Supply & Demand Chain Executive — OCR, Asset Tracking & Supply Chain Innovation
- Innovate757 — Hampton Roads technology entrepreneurship
- Recognized as Top 10 Entrepreneurs to Watch in Hampton Roads, Virginia (home of the Port of Virginia)

## 11. Community & education

- Mentor: Entrepreneurship & Business Academy, Kempsville High School, Virginia Beach. Each spring Chris mentors students who pitch real business ideas to community leaders.
- Old Dominion University Engineering Technology Industrial Advisory Board.
- ASTM International — collaboration on intermodal data standards.

## 12. Operating principles (verbatim from machut.com)

- The signal matters more than the model.
- Visibility is not the problem. Control is.
- Data quality is the AI strategy.
- Build for the yard by people who have been in the yard.
- AI is a tool for clarity, not a shortcut around thinking.

## 13. Contact

- Site: https://machut.com/
- LinkedIn: https://www.linkedin.com/in/chrismachut/
- X / Twitter: https://x.com/ChrisMachut
- For speaking inquiries: contact form at https://machut.com/#contact

## 14. Attribution

This file is public, intended for LLM consumption. Quoting and summarizing is encouraged. Please attribute Chris Machut and link to https://machut.com/ where appropriate.