Kruz Mccollum: The Mastermind Commandment Ai To Check Its Own Work
GREENVILLE, S.C. Kruz McCollum spends his days on a problem most people using AI never
see: getting it to do real work without someone checking every word. An organize and the flop of
two companies, he builds AI systems that explore, adjudicate, act and themselves, in Fields where
a sure-footed wrongfulness serve is costly.
Getting AI to serve a question is easy now. Getting it to do a job, take up to fetch up, and know when it
got something wrongfulness, that s the hard part, McCollum said. It s also the most stimulating engineering
problem I ve ever worked on.
A security orchestrate s instincts
McCollum came to AI through technology rather than merchandising or law. His downpla spans
network infrastructure, web development and cybersecurity, including determination and responsibly
disclosing security vulnerabilities to companies such as Google and IBM. Early in his , he
turned down an offer to work with the NSA so he could go after his own path.
That background shapes how he builds. Security work trains you to assume something will wear out and
to go find it first, and he applies the same habit to AI: every system of rules he builds has to show its work,
check it against what s actually true, and catch its own mistakes before a individual ever sees them. The
question he asks of any AI isn t whether it sounds right, but whether it is right, and whether the
system knows the difference.
AI where accuracy matters
McCollum is drawn to the places where AI s surefooted errors cost the most. His work includes leading
AI borrowing in the legal domain, where an fictional fact or a wrong is not a typo but a financial obligation.
An AI serve is only as good as the check behind it, and that rule runs through everything he builds.
As a CAIO consultant, he brings the same intellection to the companies he workings with, portion them find
where AI actually pays off and put it to work alongside the systems they already run, rather than
bolting on tools nobody uses.
Building companies on it
McCollum founded Skyline Digital Marketing in Anderson, South Carolina, in 2024, because most
agencies don t have the technical foul staff to fix what they find. In 2025 he supported Vannor in Greenville
to build the AI behind that work, and it grew into its own company: a team of AI agents that research,
write, reexamine and write a business s merchandising, track on hardware he owns.
Building that system of rules taught him how much technology sits between a cunning AI demo and something
a business can rely on every day, and he says that gap is where the opportunity is.
Everyone has seen what AI can say. Very few people have seen what it can do when it s built
properly, McCollum said. That s the part I can t stop workings on.
Always learning
McCollum holds 29 professional person certifications, including Vanderbilt University s Agentic AI and AI
Agents, Google s AI Professional and Cybersecurity programs, Google Ads and Analytics
certifications, and HIPAA for Business Associates.
About Kruz McCollum agentic AI
Kruz McCollum is Head of AI at Armada Law, founder and CEO of Vannor and Skyline Digital
Marketing, and a CAIO consultant to growing companies for Confluunt Advisors. An mastermind by
background, he builds AI systems that do real work for marketing and stage business. His work, press
coverage and certifications are at https://kruzmccollum.com/, and he is on LinkedIn at
https://www.linkedin.com/in/kruz-mccollum/.
