15+ years inside Malaysian manufacturing offices. My customers solve supply-chain problems for the biggest names in tech and aerospace — and I solve supply-chain problems for my customers. Now I teach the office side of manufacturing how to use AI. ↴
My customers provide supply-chain solutions to A*ML, L*M R***, A**lied M**erials — the machines that make every chip in your phone. I keep their supply chain running.
Our customers supply Airbus and Boeing directly. One tier from an aircraft, "roughly correct" does not exist.
If my insight survives at that tier, it will survive your office.
RCA reports the customer sends back. SOPs nobody has time to write. Production reports that eat your evening. Every factory office knows this pain — and every week, AI quietly removes another piece of it. I show you exactly how.





Every arrow above comes with a quotation, a report, or a document. That's where AI comes in.
AI for manufacturing pros. No code. No theory.
Written for planners, QC execs, purchasers and BD managers — never for programmers.
LLMs, tokens, MCP — explained the way a colleague would at the mamak, not a textbook.
High volume? High mix? OEM or tier-1? There is no standard method — the right way depends on what your business really is.
Build the AI workflow that fits YOUR office — then go home at 6 with the reports already done.
Fresh from the office
23 articles and counting — all free to read.
My insight, my prompts, and the method to customize them to your business nature — high volume, high mix, OEM, tier-1. No standard templates, no theory. Pay once. Use forever.
You've seen where my insight comes from.
I teach manufacturing pros to USE AI.
Real insight. Real prompts. Real factory wins.
Get the Insight PDFs — USD 9.99.
First Insight PDF drops soon. Follow @the.industrial.scribe to catch the launch.