Kruz Mccollum: The Engineer Commandment Ai To Its Own Work

GREENVILLE, S.C. Kruz McCollum CAIO advisor spends his days on a trouble most people using AI never
see: getting it to do real work without someone checking every word. An organise and the founder of
two companies, he builds AI systems that search, decide, act and themselves, in fields where
a sure-footed wrongfulness answer is expensive.

Getting AI to do a question is easy now. Getting it to do a job, take up to finish up, and know when it
got something wrong, 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 engineering rather than selling or law. His play down spans
network infrastructure, web development and cybersecurity, including finding and responsibly
disclosing security vulnerabilities to companies such as Google and IBM. Early in his career, he
turned down an volunteer to work with the NSA so he could go after his own path.

That play down shapes how he builds. Security work trains you to get into something will wear away and
to go find it first, and he applies the same wont to AI: every system he builds has to show its work,
check it against what s actually true, and catch its own mistakes before a somebody 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 remainder.

AI where accuracy matters

McCollum is closed to the places where AI s confident errors cost the most. His work includes leading
AI adoption in the valid domain, where an made-up fact or a wrong is not a typo but a liability.

An AI suffice 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 cerebration to the companies he works with, helping 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 based Skyline Digital Marketing in Anderson, South Carolina, in 2024, because most
agencies don t have the technical foul stave to fix what they find. In 2025 he founded Vannor in Greenville
to build the AI behind that work, and it grew into its own keep company: a team of AI agents that research,
write, review and write a stage business s selling, running on ironware he owns.

Building that system of rules taught him how much technology sits between a clever AI demo and something
a business can rely on every day, and he says that gap is where the chance is.

Everyone has seen what AI can say. Very few populate have seen what it can do when it s built
properly, McCollum said. That s the part I can t stop working 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

Kruz McCollum is Head of AI at Armada Law, flop and CEO of Vannor and Skyline Digital
Marketing, and a CAIO consultant to growth companies for Confluunt Advisors. An organise by
background, he builds AI systems that do real work for selling and byplay. His work, press
coverage and certifications are at https://kruzmccollum.com/, and he is on LinkedIn at
https://www.linkedin.com/in/kruz-mccollum/.