Insights & Articles
Field notes on quality leadership, crisis management and operational excellence — from the shop floor to the boardroom.
The salary guide prices the inspector. Your plant needs a systems engineer.
Coursera published its 2026 Quality Assurance Specialist Salary Guide this week, and somewhere in Europe right now a quality manager is printing the bands to argue headcount with HR. Here is an…
AI made inspection cheap. Judgment got expensive.
Anyone who has run a plant knows the shape of a quality engineer's week. Gauge studies Monday, PPAP paperwork Tuesday, a containment report written at ten at night because a customer found what your…
Parts are tested to destruction. Decisions are trusted.
EC-Council, the organisation that certified me as an ethical hacker, published an adversarial-testing curriculum for AI this week. They are not alone. Agent-governance platforms are launching in…
Three EVs a day. Validation doesn't scale.
A plant has two kinds of bad morning. The first is an escape: one defective part in a return bin, a containment tag, a long afternoon. The second is a batch: the shipping lane goes quiet, nobody can…
The launch slipped twice. The first fix never held.
Here is an uncomfortable observation about the twice-moved Highlander EV launch: almost nobody in the coverage is using the word that matters. Recurrence. Toyota slipped the date once, whatever lay…
The AI ranks your suppliers. The master data is folklore.
The last supplier-risk dashboard demo I sat through flagged one vendor as a critical exposure – a company that had legally ceased to exist three years earlier. Dissolved, struck off, still projected…
The new clause audits culture. The evidence works the night shift.
ISO 9001:2026 makes organisational culture auditable — not via your values poster, but via what happens in the ten minutes after someone finds a defect on nights.
The plant takes two years. Judgement takes ten.
Capital commits in an afternoon; capability takes years. Training grants buy certificates, but not the judgement to make a 05:40 ship-or-hold call.
The CEO called it painful. The ledger called it first.
"It was painful for us." Ford's chief executive said it about a quality disaster that shifted product plans, and the industry heard candour. I hear an autopsy. I have yet to meet the failure that…
The model is a commodity. The context is the moat.
Every board asks the same question eventually: which model should we buy? I run sixty-three of them in parallel on a platform I designed and built myself, and I swap them the way a machinist swaps…
Two-thirds of the leadership is gone. The escape points stayed.
Ford replaced two-thirds of its manufacturing leadership after 582 recalls, but a stable process signals a system problem, not a people problem—and the escape points remain.
Failure cost is designed in. The line just delivers it.
The scrap bin isn't full of bad parts — it's full of decisions signed off months earlier. Roughly 70% of failure cost is locked in before the first part exists.
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