The Company Thesis

About HOV

Turning repeated work into repeatable systems.

What Actually Works

Co-foundingwithnewincentivestructuresfromdayone.

Experts who own infrastructure build systems, not silos.

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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.

The Founder's Journey

AboutMe

From startups to acquisitions, I build companies that encode knowledge instead of losing it.

Usman Sheikh

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.