I build AI-powered operations for companies that need to move faster and think more clearly about technology.

I build AI systems and operating infrastructure that let businesses move faster. I've worked across the full stack of a business: strategy, systems, and implementation. I care more about outcomes than methodology.
My background is in building: workflows that replaced hours of manual work, technical systems that scaled without adding headcount, and AI integrations that actually got used. I think clearly about technology because I've spent time breaking it, rebuilding it, and watching what works in practice.
The signal-to-noise ratio on this stuff is terrible. I try to fix that.
This is where I think through the work beneath the AI conversation: how systems break, where judgment matters, and what changes when operations get clearer.
Before tools, agents, or automation, I map the workflow, the owner, the handoffs, and the decisions that create drag.
The question is not what can be automated. The question is where speed, repeatability, and judgment compound.
The output is a prioritized operating map: what to build, what to ignore, what to delegate, and what to measure first.
15+ years building across real systems, teams, and constraints.
Notes show the thinking before anyone books the work.
The Opportunity Map turns the diagnosis into a prioritized build path.
Field notes for founders and operators turning scattered AI experiments into working business infrastructure. Read these to inspect the thinking before the work.
If the thinking here matches the way you want to run your business, this is the next step. The Opportunity Map is the paid entry point: a focused assessment of where AI can create real leverage, what to build first, and what not to waste money on.
Get the Opportunity Map →