Automation, Machining, and a Coal Mine: What Vertical Integration Buys You | Ep. 51

Lights Out · 9 Oct 2026 · 52m · Episode 51

AI in practice: one real use of AI described

What this episode covers

Michael McHale, founder of PSA Systems, explains how his vertically integrated automation integrator and machine shop in Pennsylvania grew from $900,000 in revenue to over $30 million by owning fabrication, machining, and engineering capabilities in-house. He discusses the capital-intensive nature of modern manufacturing, citing an $800,000 five-axis mill that cost nearly a million to install, and advocates for a five-year strategic plan over short-term EBITDA chasing. McHale also details PSA's rollout of IBM Watson for enterprise AI workflow automation, emphasizing the need for data guardrails when handling Department of Defense contracts, and shares his philosophy that employee prosperity is the true measure of business success.

AI in practice

Where this conversation describes AI being used to build or deliver a product. Part of the AI in practice tracker.

Running the companyIBM Watson

PSA Systems is rolling out IBM Watson as an enterprise AI platform to automate internal workflows, specifically starting with project management and accounting agents to help staff work better and control the business.

“we're rolling out IBM Watson into the company as our AI platform, company wide. So our 1st 3 agents are done and we're keeping generating agents … helping the staff work better and control the business better.”

Speaker 3 · Hear it at 16:20

Mentioned

Companies
PSA Systems, Hennig, Fastums, General Dynamics, Nvidia
Tools
IBM Watson, Navu, Claude

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