Hands-on engineering for regulated operations that can't fail quietly.
An expensive process stuck on manual work, brittle data, or AI that didn't survive production. I embed with the people who run it, measure the cost, and decide full automation, human-in-the-loop, or don't build. If we build, security shapes the architecture, including edge when data has to stay put. Then I train your team and hand it off.
AI made work faster. It didn't make it easier to decide what should be automated, what should stay with people, whether the output is right, or whether the data path holds up under review. In regulated operations, speed without that judgment just creates risk faster.
The most valuable call I make is often not to build. Some work should be fully automated, some should keep a human in the loop, and some should be left alone. I measure the process with the people who run it before I have an opinion, and I hand off what we build so your team can run it without me.
AI in production that costs too much. Data and systems that aren't ready for it. Or one expensive process still run by hand. Wherever it starts, every engagement includes measurement, training, and a defined handoff.
All engagements→Production AI that costs too much or is uneven. Audit, per-task evals, the right model for each job, eval suite you keep.
Data cleaned and modeled. Systems made addressable. Evals, observability, and guardrails around anything a model touches. The foundation the rest of the work stands on.
An expensive manual process, mapped and measured, then sorted into full automation, human-in-the-loop, or leave alone. Built to empower the team that runs it.
I build automation that empowers your people, not systems that replace them. Human-in-the-loop is part of the design when judgment has to stay with people. Your team should be able to run what we build.
Finance, energy, healthcare. Regulated data, real compliance, and workflows where failure has cost.
Prior auths, referrals, and data entry eating staff time. HIPAA means you can't drop in a tool and call it done. I automate the work under privacy, compliance, and evals that hold, including designs that keep PHI in place when that's the bar.
Fleets, grid ops, charging infrastructure. The data is usually already there. I build the layer that turns it into decisions operators can trust, with edge processing when it can't leave the environment.
Research and workflow friction slowing the book. I build the pipelines and sales workflows that put better information in front of the team, under the compliance constraints you already have to meet.
Where I fit, and where another shop is the better call.
Walk me through your operation and the process that's costing you. If I'm not the right person for it, I'll tell you that too.
