September 14th, 2026
In the Spotlight: Matt Klein of S&K Industrial
Happy Monday, friends. The good news is that UK football is back! The bad news is that so is the sting of being a UK football fan. Really thought we had a chance against Bama this year. Still excited for the rest of the season, but I digress. Today is the second of three “Mission Critical Mondays” in a row, this time digging into how AI is making its way onto the manufacturing floor.
This week, I sat down with Matt Klein, COO of S&K Industrial, on the floor of their headquarters in Winchester, just east of Lexington. S&K is a systems integrator - when a manufacturer wants to automate, S&K specs the robots, CNC machines, vision systems, and controls from vendors all over the world, engineers them into one line, and delivers it as a turnkey solution. They've been at it for 65 years, and in July 2025 they consolidated with Bluegrass Tool & Industrial to put supply, engineering, fabrication and installation under one roof.
Matt is the person who deploys automation and AI in factories for a living, and his take is that AI in manufacturing is currently overhyped. Not necessarily the capability, but rather the deployment. Most of his customers are still fighting labor shortages and cost pressure, and the systems that run their floors have to be “debuggable”. With PLC logic you can trace exactly how a machine made a decision and prove root cause by turning the failure on and off on command. With AI, it's a black box, and when a line is down and the plant manager is standing over you, "it's probably fixed" doesn't fly.
What makes this a Kentucky story is where the technology actually enters the economy. Toyota and the big OEMs can afford in-house AI R&D. The thousands of general-industry manufacturers across the state and region cannot. They get new technology when an integrator like S&K absorbs it and carries it downstream. If reshoring is real, this is the layer where it either works or stalls, and a good chunk of that layer is in places like Winchester.
What We Discussed
Every plant has a different bottleneck - There's no single thing holding AI back in manufacturing. One plant needs robot techs, another needs servers, another has no structured data to feed a model. Organizations have to mature alongside the technology.
Humanoid robots: a reality check - Matt isn't seeing them on floors yet, sees one real niche (hazardous and ergonomic work), and flags the problem nobody mentions - ISO, ANSI, and OSHA don't have the safety data to regulate them yet.
Cobots were the last hype cycle - Five years ago every customer wanted a cobot. Most applications weren't a fit. And the safety story was never "it moves slowly" - as Matt puts it, put a samurai sword on the end of one and it's still going to hurt you.
Trades, wages, and the blue-collar shift - Why an HVAC tech five years in likely out-earns a recent college grad, and what that means for who runs the factory floor next.
Inside the line - The last five minutes are Matt walking the line behind the set - an Italian saw, tandem CNCs, two Fanuc robots building mirror-image parts, and a vision system that checks every part before it's welded.
We hope you enjoy this episode! If you have any thoughts after listening, feel free to shoot me a message at [email protected]
Have a great week, friends!
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