I build systems that finish the work.

AI systems for work people shouldn't have to babysit.

I started in real estate.

I sold homes, built teams, and spent a lot of time fixing the gap between what the software said and what actually happened.

The software wasn't the hard part.

At KW Labs, I worked on technology adoption. Buying the software was easy. Getting it into the work was the hard part.

Now I'm building the follow-through.

I co-founded Speculo AI. We build AI that handles the follow-up, keeps the CRM current, and brings in the real estate agent when the situation needs judgment.