AI built around your organization.
I help organizations apply AI where it can make a meaningful difference — with a clear understanding of the work, careful system design, and a practical path to production.
Discuss your challengeFrom understanding to impact.
Most AI efforts fail before the technology does — they automate the wrong thing, or the right thing badly. We start from the work itself.
Understand the domain
Learn how the organization works: its people, workflows, decisions, and constraints.
Find the opportunity
Identify where AI’s capabilities fit the work and can deliver the greatest value.
Design for reliability
Define guardrails, human oversight, and what happens when the system gets something wrong.
Build the system
Bring together AI, software, data, and interfaces around the needs of the organization.
Evaluate what matters
Test performance, safety, and usefulness against real tasks and desired outcomes.
Ship, learn, improve
Measure how the system works in practice and refine it as the organization learns.
The right team, when you need it.
I lead architecture and technical direction, working with your existing team and resources. When additional expertise is needed, I can bring in trusted senior specialists in product, design, engineering, evaluation, and QA.
Engagements are scoped around outcomes, not headcount — from focused architecture reviews to end-to-end delivery of production AI systems.
Let’s discuss what you’re trying to make better.
Tell me about the problem, the team, and what success looks like. I’ll give you an honest read on whether AI is the right tool — and what it would take.
Start the conversation