About Us

Making data work the way it should

We’re transforming the public data supply chain—so you don’t have to scrape, patch, or wait.

Our Story

The story behind how we started

Mosaic Theory was founded on a simple insight: external data is broken, and it’s slowing down the teams who drive real estate forward. Our AI agents automate the grunt work—collecting, validating, and structuring ownership records in real time—so your team gets the data it needs without the overhead it doesn’t.

In finance, the mosaic theory refers to piecing together imperfect signals to form a complete picture. That’s precisely how our agents operate—transforming scattered, messy inputs into clean, structured data you can trust.

The art of constructing a data product will ultimately outweigh the science. This principle applies broadly to AI. While most vendors treat sourcing as a science—outsourcing labor, scraping indiscriminately, and exporting static tables—we treat it as a craft. Our system is designed to adapt, reason, and improve with each signal it encounters.