The blog · Manufacturing SMEs

What AI changes for quality — and what it never will

In-depth articles written from the shop floor: ISO 9001, inspection, metrology, and AI's real role in a shop.

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26 articles so far

My approach

The quality system

The report & measurement

09INSPECTION REPORT

The machining inspection report: four people, four readings of the same document

The machinist sees a chore that casts doubt on a part he knows is good. The inspector, a signature committing him to measurements he didn't all take again. The owner, a cost that shows up on no quote. And at the customer's end, a reviewer calls go/no-go without ever holding the part. All four are right at once…

15 min readRead
10INSPECTION & QUALITY CONTROL

Inspection reports: the real hidden cost of machinist time

In a machine shop, the inspection report isn't paperwork: it's a mandatory deliverable demanded by the customer, on the same footing as the part itself. Without…

12 min readRead
11TECHNOLOGY & INSPECTION

OCR on dimensioned drawings: why generic tools fail in manufacturing

A dimensioned drawing is not a letter or a contract. It is a dense technical object: dimensions, tolerances, geometric-tolerancing symbols, datum reference frames,…

11 min readRead
12THE REPORT & MEASUREMENT

Drawing ballooning: numbering dimensions without doing it by hand

Ballooning is the most thankless step of an inspection report: one balloon per dimension, with a highlighter, then retyping everything into a spreadsheet. A skipped dimension, a typo, a drawing revision — and it all starts over. Here is what automatic extraction changes…

12 min readRead
13METROLOGY

Metrology beyond the spreadsheet: never miss a calibration again

In nearly every machine shop I have visited, the fleet of measuring instruments lives in a spreadsheet. One column for "last calibration date," one for "next," and…

11 min readRead

AI, tools & organization

14TOOLS & METHODS

Quality tools in a small shop: two well maintained beat four on principle

FMEA, process capability, internal audits, supplier evaluation: a shop is always told it should have all of it. Yet every tool presupposes a foundation, and adopted before that foundation exists, it produces a record instead of an effect…

14 min readRead
15AI & QUALITY

AI and quality: what it can do, and what it must never do

Artificial intelligence is arriving on the shop floor, and two camps are squaring off: those who believe it will do everything, and those who believe it will break…

11 min readRead
16AI & QUALITY

AI does almost nothing in our software — so why the cloud?

Four specific tasks, all of them reading or drafting, and three of our six applications contain not a single line of it. Which raises the question that matters: if AI is only a fenced-in detail, why should my data live in the cloud rather than on a server in my own shop…

12 min readRead
17BEHIND THE SCENES & VISION

Building trade-specific software with framed AI: behind the scenes

I spent fourteen years in quality, several of them doing dimensional inspection in the hydroelectric sector, before I wrote my first serious line of code. Today,…

10 min readRead
18TEAM & CHANGE

The innovator you're looking for already works for you

When software fails to take hold in a machine shop, the software gets the blame. Almost always wrongly. What blocks it is people: the ones on the floor who fear what the tool will reveal about them, and the owner who doesn't understand what the person pushing for it is doing. That person already…

17 min readRead
19TEAM & CHANGE

The floor asks, management is afraid: the ceiling on change

Change is always told the same way round: management wants to modernize, the floor resists. In the shops I know it is often the reverse. The request comes from below, travels up, and stops at the ceiling — without ever meeting an explicit refusal…

15 min readRead
20SHOP-FLOOR DIGITIZATION

One ecosystem, not silos: when the work order is entered only once

In most of the shops I visit, the same work order gets re-entered three, four, five times: once for inspection, once in the quality system, once in the metrology…

12 min readRead
21DATA SOVEREIGNTY

Your drawings hosted in Canada: what privacy law changes for your shop

The drawings your customers entrust to you and the quality history you build up over the years are sensitive assets — every bit as much as your machines. Two…

11 min readRead

Near you

22SOREL-TRACY & MONTÉRÉGIE

Sorel-Tracy, from the turbine to the heavy part: the quality demands of a metallurgical hub

Sorel-Tracy did not grow up making small production runs. It grew up pouring steel, building heavy fabrications and assembling hydroelectric equipment — turbines,…

7 min readRead
23DRUMMONDVILLE & CENTRE-DU-QUÉBEC

Drummondville: the strength — and the quality headache — of a manufacturer that does a bit of everything

Drummondville doesn't have one industry, it has ten. Metal, machinery, plastics, furniture, food processing, transportation, and subcontracting for the nearby…

7 min readRead
24TROIS-RIVIÈRES & MAURICIE

From hydroelectricity to aluminum: a century of industry in the Mauricie, and the quality that comes with it

The Mauricie is the birthplace of hydroelectricity in Quebec. It was at Shawinigan, in the very first years of the twentieth century, that the Saint-Maurice River…

7 min readRead
25MONTREAL & GREATER MONTREAL

Aerospace machining in Greater Montreal: when the proof weighs as much as the part

Greater Montreal is one of the few places in the world where a complete aircraft can be assembled without leaving the region. That aerospace cluster pulls up a…

7 min readRead
26SAGUENAY–LAC-SAINT-JEAN

Saguenay–Lac-Saint-Jean: machining for heavy industry, far from the big centres

Nowhere else in Quebec is heavy industry so present, so old, and so structuring as in the Saguenay–Lac-Saint-Jean. Aluminum reigns here — but aluminum only exists…

8 min readRead