Learn the real work
Walk one high-friction workflow with the people closest to the outcome. Preserve the workarounds, exceptions, missing context, and evidence the documented process leaves out.
I enter one high-friction workflow, learn how it really works, identify where intent, authority, evidence, and execution have drifted apart, and prototype a governable human-AI operating system that reconnects them.
Walk one high-friction workflow with the people closest to the outcome. Preserve the workarounds, exceptions, missing context, and evidence the documented process leaves out.
Map where organizational intent, authority, evidence, and actual execution have drifted apart. Design the smallest governable intervention that can close the gap.
Prototype with AI where it helps, keep human authority final, test with the expert, measure what changed, and hand production hardening to the right specialists.
The strongest fit is not “a company that wants more AI.” It is an organization where people are already compensating for broken handoffs, outdated procedures, hidden workarounds, missing context, or authority that exists only informally.