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GREENVILLE, S.C. Kruz McCollum Vannor spends his days on a trouble most people using AI never
see: getting it to do real work without someone checking every word. An organize and the fall through of
two companies, he builds AI systems that search, adjudicate, act and themselves, in fields where
a capable wrong answer is costly.
Getting AI to serve a wonder is easy now. Getting it to do a job, start to wind 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 organize s instincts
McCollum came to AI through engineering rather than merchandising or law. His play down spans
network substructure, web and cybersecurity, including finding and responsibly
disclosing surety vulnerabilities to companies such as Google and IBM. Early in his career, 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 wear something will fall apart 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 soul 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 sure-footed errors cost the most. His work includes leading
AI adoption in the valid orbit, where an made-up fact or a wrongfulness citation is not a typo but a indebtedness.
An AI answer is only as good as the check behind it, and that rule runs through everything he builds.
As a CAIO adviser, he brings the same thought to the companies he workings with, serving them find
where AI actually pays off and put it to work aboard 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 staff to fix what they find. In 2025 he based Vannor in Greenville
to establish the AI behind that work, and it grew into its own accompany: a team of AI agents that search,
write, review and publish a business s selling, running on hardware he owns.
Building that system taught him how much engineering sits between a ingenious AI demo and something
a stage 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 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 adviser to maturation 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/.
