Design Engineer for AI Deployment & Product Systems
AI in production. Human judgement in the loop.
I embed AI into real workflows so teams ship systems that create measurable outcomes — not pilots that die.
Trusted by world-class brands
AI isn’t failing — deployment is.
Most AI doesn’t deliver ROI when it’s shipped as another tool.
ROI happens when AI is wired into workflows, supported by training, and operated like a living system.
That’s the gap: AI operator + product systems builder.
Workflow integration
AI wired into how your team already works.
Human-in-the-loop quality
Guardrails, verification, escalation built in.
Ownership + iteration
You own the system. We keep it alive.
Services
From rapid prototypes to long-term deployment partnerships.
5-Day Prototype Sprint
A working prototype in production code. Includes discovery, plan, build, and a decision log for what’s next.
Get in touchAI Deployment Partner (Fractional)
I become your deployment partner: find ROI opportunities, integrate systems, train the team, run the HITL loop, and keep it alive.
Service-Led Productisation
We design the service layer that makes AI actually usable — then productise the repeatable parts.
Design Systems for Complex Tools
Speed, consistency, accessibility, trust. Component systems that scale with your product.
How I work
Diagnose the workflow
Where time and quality leak.
Design the human + AI loop
Guardrails, verification, escalation.
Ship in production code
Small surface area, real environment.
Iterate
Quality checks, prompt/logic updates, adoption.
Past clients · 25 years
Twenty-five years shipping product and brand for global clients. The same instincts now applied to AI — design, code, and service operating as one practice.
Frequently asked questions
Let’s make something that matters.
If you’re serious about AI outcomes, we’ll start with the workflow — and ship something real.