I don't write software before I understand how your business runs
Eighteen years inside manufacturing and trade: production planning, quality, foreign
trade, business development. For my master's thesis I sat down with 45 company
representatives across five industrial zones, one at a time. What stayed with me from
those conversations is this: people get stuck exactly where they skip a step in
describing the work. What I do now follows from that — AI integration and software
built for one company.
Driving school, professional competence, psychotechnical assessment and dangerous-goods training were tracked separately. The same candidate was registered again in every module, and payment figures differed depending on which panel you opened.
Driver training and vocational certification · 2026
Two hours at Coldwell Banker Siam
10 August 2026, Coldwell Banker Siam Gayrimenkul office. A 23-second clip with no
sound: the broker team around the meeting table, laptops open in front of them,
following the session.
I ran a two-hour AI training for the broker team at Coldwell Banker Siam Gayrimenkul. The question was simple: without buying a new product, how much of the work can
run on its own using the Google tools the company already pays for? Nobody sat
through slides. Everyone opened a laptop and set up all four tools in their own
account.
Sheets + =AI()
The listing headline, the description, the Instagram post and the WhatsApp message for a new property all come out of a single row.
Forms + Apps Script
A buyer request submitted through the form is matched against the portfolio, and the three best-fitting properties land in the broker's inbox.
NotebookLM
Answers questions on title-deed fees, mortgages and zoning strictly from the company's own documents, showing the source under every sentence.
AI Studio
An objection-handling drill and a post-meeting summary app — built by describing them, without writing code.
I left them four rules. AI writes, the broker signs. No number goes out without a
source. Client data is not pasted around carelessly. The hour you save goes back to
the client.
There was a trap on the final slide. For sixteen slides the heading had misspelled
the Turkish word for “control”. Nobody in the room had caught it; the deck itself
had been written by an AI. Nothing stops the same slip from reaching a listing or
an email to a client.
Who I am
I started in marine electronics and communications, then served as an electrical
officer at sea. Then industry: production planning at
Avery Dennison, quality at Arçelik. I ran my own wholesale and retail business
for six years. Today I am a shareholder at Siam Group, running global operations
for five pet-care brands.
Most of these companies had a good product. Nobody could tell me where their own
process was stalling.