// BLOG · INSIGHTS

KNOWLEDGE FROM THE
SHOP FLOOR + AI

Practical articles about Lean Manufacturing, process optimization, AI rollouts in manufacturing and the LEAI concept — written by people who have spent 25 years in factories.

// CATEGORY
ALL ARTICLES · 6 POSTS SORTED BY: NEWEST
// 05 / AI · LEAI
15.08.26
A hand holds a black-and-white photograph of an assembly line while the same line runs alive in colour behind it
AI · LEAIAUG 15, 2026

LEAI: are you managing the process or its photograph?

VSM and stopwatch studies measure about one percent of events — and not at random. Why the Lean measurement layer is today the bottleneck of continuous improvement, and what changes when every single cycle describes the process.

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// 04 / OPS MGT
08.08.26
Comic-book panel: a consultant holding a tablet and an engineer in a polo shirt with a rolled CAD drawing shaking hands on a factory floor
OPS MGTAUG 8, 2026

An engineer instead of a consultant?

Not every consultant is an engineer and not every engineer is a consultant. Can an engineer replace a consultant? He can. But the conclusion this question leads to may not be a popular one.

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// 03 / OPS MGT
18.07.26
A lone engineer surrounded by KPI dashboards on an empty production floor — no management support
OPS MGTJUL 18, 2026

The technology showed everything. Nobody was watching.

A new digital technology on the shop floor, data showing clear improvement potential from week one — and the project dies anyway. Anatomy of a change loaded onto one engineer's shoulders: no structure, no reviews, no management engagement.

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// 02 / CASE STUDY
06.06.26
Cell W1 robotic grinding cell — case study
CASE STUDYJUN 6, 2026

When the bottleneck can't be watched.

A robotic grinding cell ran on folklore — "the robot is always busy". Continuous analysis proved it ground 52% of the time and waited the rest. The same cell, same operator, had already demonstrated +43% throughput on its best day.

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// 01 / OPS MGT
23.05.26
VUT equation article
OPS MGTMAY 23, 2026

Your machines running at 95%? I have bad news.

The VUT equation (Kingman, 1961) proves that near 100% utilisation, cycle time grows exponentially — not linearly. Factory Physics in practice: three buffers, Little's Law, and what to do about it.

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// 00 / AI · LEAI
28.04.26
Production engineer working on a large touchscreen with an AI assistant interface on the shop floor
AI · LEAIAPR 28, 2026

Engineers' fears about AI in manufacturing — and what they really mean

Will artificial intelligence take engineers' jobs? After 25 years on the shop floor I can tell you that's the wrong question. The better one is what AI does with the best engineers.

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