The expensive part of AI is not writing the code. It is knowing where AI earns its keep, which problems a proven tool solves better than a custom build, and how to orchestrate the result into a system your company owns and runs. That is the work I do, taken from architecture through to the reliability and cost work that makes AI dependable.
I work end to end, across the stack and across the org: hands-on builds, plus the judgment calls that come before them. My work spans marketing and sales intelligence, developer tooling, media and content, fintech, and more. I currently lead product at ProspectVine and build across the Phavella suite, alongside independent AI engineering and consulting engagements.
Testing-first, cost-conscious, reliable. Systems that hold up.
