Every engagement below is the same shape: a team, a constraint, and a multiple. Some clients are named. Others are described without identifying detail, with references available on request.
Legal compliance rebuild
Engineering lead · Fortune 500
Took apart a Fortune 500 legal compliance workflow, redesigned the process, then automated it. Same team, twelve times the throughput, and the quality went up, not down.
A platform I built for data annotation. It uses AI to speed up human review and keep it consistent across a team, without taking the people out of the process.
One of the people leading tooling for an AI implementation group inside a roughly billion-dollar company. I choose and build the tools and work alongside a technical director and a VP.
Team of 5· led the build
Operations from scratch
Program founder · Fortune 500 search platform
Built an operations program for one of the largest search platforms in the world, from a single transferred employee to a team of 44 across three continents.
0 → 44· +80% billing · −29% turnaround
CART red-teaming method
Author · Fortune 500 search platform
Wrote a repeatable method (Contextual AI Red-Teaming) for testing AI systems under adversarial conditions, so failures turn up in testing rather than in front of users.