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Insights

Observations from inside real manufacturing operations. No hype. No theory.

Where Does AI Actually Fit in a 30-Person Manufacturing Shop?

Matt Foster · April 2026

Most AI advice targets enterprise. Here's what actually matters when you have 30 people, thin margins, and no data team.

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Why Most AI Implementations Die After 90 Days

Matt Foster · April 2026

The demo was impressive. The pilot went great. Then nobody used it. The pattern is predictable -- and avoidable.

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What an Embedded AI Consultant Actually Does Week to Week

Matt Foster · May 2026

It's not writing prompts. It's sitting in stage-gate meetings, mapping data flows, and building the connective tissue between systems.

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The Firefighting Problem: Why Growing Manufacturers Can't See Their Own Operations

Matt Foster · May 2026

When every day is reactive, visibility is the first casualty. The information exists -- it's just trapped in the wrong places.

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What Is Operational Intelligence (And How Is It Different from BI)?

Matt Foster · June 2026

BI tells you what happened. Operational intelligence tells you what's happening now, what's about to break, and what to do about it.

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