PRODUCTION AI / TECHNOLOGY TRANSFORMATION

I build AI systems
that survive
production.

Hands-on CTO · 17+ years

When AI must earn its place, critical systems can’t fail, and the business needs more than a prototype.

BANGKOK ↗ WORKING GLOBALLY
RESULTS RELEVANT TO YOU

What are you working on?

Choose your field. See what I’ve delivered.

Rail & energy

Better forecasts. Lower purchase costs.

At Enel, my team’s forecasting platform generated $3.5M+ in annual savings across energy trading operations exceeding $2B a year.

Railways · Energy grids · IoT & metering
RAILTWIN · ENEL / RUSENERGOSBYTup to 98%energy consumption forecasting accuracy

Scaled the team from 3 to 14 and shortened AI solution delivery from 12 months to 6 weeks. RailTwin extends my infrastructure work into a public railway map.

Infrastructure → digital twin → spatial data → AI → shared knowledge.Explore the projects ↗
WHAT I DO

When the next step is business-critical.

SELECTED WORK / BUSINESS CHANGE

The outcomes behind the experience.

$3.5M+annual savings
ENEL / RUSENERGOSBYT

AI Forecasting Transformation ↗

27% lower forecast error across $2B+ annual trading operations.

Led the transformation from spreadsheet forecasting to operational AI. Built a team of 14; cut solution time-to-market from 12 months to 6 weeks.

8 monthsfrom zero to paying clients
AIRAGIC

From idea to enterprise customers ↗

7+ enterprise customers. 10,000+ interactions a month.

Operator reply assistance grounded in past dialogues, with infrastructure costs reduced by 70% versus the previous single-cloud setup.

MVP deliveredconcept → team → working product
ALMOSTMIND

Business workflows through conversation ↗

A four-person team and a working product for Thai businesses.

Owned architecture and delivery. The initiative concluded after a strategic pivot, before commercial scale-up. This is not presented as a scaled commercial deployment.

All projects, including RailTwin, Lamnam and Thaiprog ↗
HOW I THINK

Production is where the promise is tested.

Start with the economics.

Agree what improves: cost, revenue, risk, or the time it takes to deliver.

Design for the difficult day.

Incomplete data, failure, and human judgment belong in the design from the start.

Leave a system people own.

A product is only durable when its team can operate it, explain it, and keep improving it.

ABOUT

Boardroom strategy.
Production responsibility.

My experience spans enterprise operations and founding teams. I work directly with leaders making consequential technology decisions.

Background & credentials ↗
INSIGHTS / AI FOX

Thinking you can put to work.

All insights ↗
A GOOD FIT STARTS WITH A CONVERSATION

Let’s talk about
your next step.

Tell me the business goal, what’s at stake, and where you’re stuck.
A few lines are enough to start.