About
I put AI to work on the mess no one wants to touch.
The disconnected systems, the gaps in traceability, the lost travelers, the reports still built by hand. That's the work I take on, backed by twenty-five years in factory automation and data.
Most factories don't lack systems. They lack systems that work as one. I've spent my career connecting them: for years the engineer who owned the automation and the data infrastructure across three manufacturing sites, from the test systems and firmware stations down to the backbone underneath.
- Built for floors where failure is not an option: safety-critical (SIL 3) production test and traceability
- Data entered once, steps that can't be skipped, reports that build themselves. The process lives in software, not in memos
- Management gets answers in seconds; sensitive data never leaves the building
- Two decades of SQL Server and .NET underneath, the boring, load-bearing kind of software
Drive
I take over the stalled rollouts and finish them.
Integrate
I connect the systems you already run, so data is entered once and visible everywhere.
Automate + AI
I build the automation and AI that fill the gaps, on your hardware.
Approach
Scan in · track the floor · bridge the data
A demo isn't a system. What survives production is built in layers, the same seven every time.
Measure first
Audit the workflows, score them, model the return. Work starts where the measured value is highest, not where the change is easiest.
Data before features
Most projects die in the data. I clean the sources and fill the gaps first, starting with what you already have.
Built like infrastructure
Production needs more than a working demo: pipelines, API layers, and the right tool for each task, reliable at scale.
AI, made to work
Everyone uses AI. Placing it right, securing it, and gating it with evals is the difference. If the score drops, it doesn't ship.
Built for the operator
The system has to make the operator's day shorter: fewer steps, clearer screens, visible wins. That's what makes people actually use it.
Your hardware, your data
Everything can run on your own hardware. Sensitive data stays inside the building, and your regulatory posture stays intact.
Written down
I write it down. The system keeps running, and improving, when I'm not in the room.
Skills
Software & Architecture
Test & Automation
Cyber & Safety
AI Engineering
Let's connect your operation.
Some businesses fear AI, some don't know where to start, and most have only met the chatbot. I find where AI pays in the operation you actually run, and I build it. Open to architect-level roles and embedded engagements.