The AISA article catalog

AISA Articles

Owner’s notes on the industrial questions that matter today — diagnostics, human-centered AI, plant-floor judgment, and the thinking behind FaultAssist. New pieces added regularly.

Jul 5, 2026Industrial AI

Manufacturing AI Should Not Start by Replacing Judgment

Manufacturing problems are decision problems. The responsible path introduces AI by strengthening the human decision layer first — enablement before automation, not judgment replacement.

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Jul 5, 2026Workforce Development

The Next Manufacturing Advantage: Turning Every Fault Into Workforce Development

Uptime is no longer the only measure that matters. The better question after every fault is whether the person who worked it left more capable — and that shift turns support into workforce development.

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Jul 1, 2026Human-Centered AI

The Missing Half of the Ford Lesson

Ford replaced its inspectors with AI — then hired the experts back. If tacit knowledge is strategic capital, the real question is how you transfer it into a system without losing the human. That part is now possible.

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Jul 5, 2026Industrial AI

Cohort Knowledge: When Troubleshooting Becomes a Shared Intelligence

FaultAssist™ works as a peer-level diagnostic partner — turning the shared intelligence of a plant into usable guidance while the next fault is happening, not after the fact.

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