Insights & Articles
Field notes on quality leadership, crisis management and operational excellence — from the shop floor to the boardroom.
Your digital twin keeps learning. Your PFMEA stopped at launch.
Here is an uncomfortable observation from someone who has stood on wet concrete where a press shop was supposed to be: when a factory is born inside someone else's software, the process learns every…
The recall is feedback. You just paid retail for it.
By the time a defect makes headlines, the story was already told in complaint logs and warranty returns. Speed of containment, not PPM charts, is what predicts trouble.
The expansion is funded. The quality system is back-ordered.
Three funded expansions landed the same week, none mentioning a control plan or gage on order. Capex buys the machines; quality documentation is what actually releases parts.
IATF 16949 gets rewritten. Most plants will only repaint the manual.
While plants rush to repaint their manuals for IATF 16949's Second Edition, the real risk goes unseen: softer surveillance audits, shelved internal audits, and aging deviations.
The pin gauge market is growing. Your measurement system isn't.
While vendors promise AI-driven inspection, auditors still start at the gauge crib. Why pin gauge demand is climbing toward 2035 and what fixed-gauge traceability still guarantees.
Your SIEM watches the network. Your control chart catches the intrusion.
SIEMs read logs; control charts read physics. The process-monitoring system already running in your plant may be the intrusion detection layer your SOC never knew it had.
The survey scores 90 days. The warranty pays for ten years.
Ford has said out loud what OEMs normally keep buried in a strategy deck: it intends to be number one in the J.D. Power Initial Quality Study. From the boardroom, that reads as ambition. From the…
Everyone is ready for AI. Nobody is ready for what it finds.
A survey crossed my desk this week: most UK manufacturers feel "ready" for AI-led change. I have never seen a readiness score drop after a good demo. The instrument measures appetite, and appetite…
The demo ran on clean data. Your line never made any.
A vendor demo finds the defect in four seconds — on a dataset of 400 rows an intern labelled one Tuesday afternoon. I have since watched that same model meet a live nonconformance log where…
The AI hit its KPI. Your nonconformance data learned to lie.
Here is an uncomfortable observation. The business press is celebrating Samsung's reported fifteen-fold jump in validation efficiency on AI-run production lines, and SK Hynix rebuilding its KPIs…
Your PFMEA models failure. It doesn't model intent.
PFMEA occurrence ratings draw on warranty data and process history, but adversarial failure is chosen, adaptive, and correlated — a failure mode with intent that historical scoring cannot capture.
Your process audit is thorough. It assumes a human runs the line.
Five major AI agent announcements in manufacturing this week, zero mentions of audit readiness. Every process audit assumes a human runs the line—so who scores compliance when an agent makes the call?
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