Not my real name. But every Malaysian factory office has an Ah Hock โ€” the one who knows how things really work.
I've been that guy for 15+ years.

15+ yrs
in factory offices
Every day
solutions ยท sourcing ยท audits
Still inside
full-time, today

Where my parts go

๐Ÿ”ฌ Semiconductor

My customers provide supply-chain solutions to A*ML, L*M R***, A**lied M**erials โ€” the machines that make every chip in your phone. And I provide supply-chain solutions to my customers. That's the tier I work at.

โœˆ๏ธ Aerospace

Our customers supply Airbus and Boeing directly. One tier away from an aircraft, "roughly correct" does not exist.

If my insight survives at that tier,
it will survive your office.

What AI changed for me

Complex quotation: 1 full dayunder 1 hour
RCA report: sent back twiceaccepted first time
SOP: 3 months on to-do listdone in 30 min

Nobody in manufacturing taught me this. The AI advice out there is written by tech people, for tech people. So I became the translator.

And here's the real secret: there is no standard method.
High volume, high mix, OEM, tier-1 โ€” the right way to price, report and negotiate depends on what YOUR business is. That's what I teach: diagnose first, then customize.

The Ah Hock rules

  • Only publish what I've run on real work
  • Real numbers โ€” nothing invented
  • No customer names, ever
  • No jargon โ€” mamak-table English only
  • For office staff, never for programmers

Why the cartoon?

Ah Hock shushing Ah Hock writing in his notebook

I still work in the industry. Who I am doesn't matter โ€” what works does.
The guy in the blue polo is me. He's also you.

Start free. Read the articles. When you're ready, the Insight PDFs hand you my exact prompts โ€” and the method to fit them to your business.

Get the Insight PDFs โ€” USD 9.99