“I help mid-market manufacturers ($30M-$100M) identify which processes are AI-ready before they waste $500k-$2M on the wrong solution.
25 years as principal-level infrastructure engineer. Author of IN→DO→OUT: The Measurement Protocol.
I’ve led billion-dollar migrations, built enterprise AI architectures, and speak fluent operations AND technology.
Book a call if you’re a manufacturer exploring AI automation and don’t know where to start - or if you’ve already started and something feels wrong.
