The Company Thesis
About HOV
Turning repeated work into repeatable systems.
Turning repeated work into repeatable systems.
Co-foundingwithnewincentivestructuresfromdayone.
Experts who own infrastructure build systems, not silos.



SPEED MAKES LEARNING SCALABLE
Fast feedback loops in domains like benefits administration or payroll tax. You don't learn in 7 days if you were right. That speed makes pattern encoding economically viable.
AI THAT LEARNS FROM REAL DECISIONS
LLM-based pattern matching. We run models in parallel with human decisions, capture disagreements, and fine tune on corrections. The loop is rapid: processing costs over the past 3 years flipped its economics.
OUTCOMES WIN OVER HOURS
Clients value outcome over effort. Certainty at a fixed price beats a "best effort" with variable results. Clients pay for outcomes — not hours.
AboutMe
From startups to acquisitions, I build companies that encode knowledge instead of losing it.

You’ve done the work. Let’s scale the results.
If you’ve seen the same pattern a hundred times, it’s time to turn that knowledge into infrastructure. Partner with us to build what scales.






