About

We exist to close that gap.

Between what AI systems can generate and what professional work demands: sound judgment, technical precision and results that can be trusted.

Background

AI research

Experience in machine learning research, model evaluation and the infrastructure that supports them.

Domain practice

First-hand practice in fields where decisions are tested against reality, not against a plausible answer.

Professional expertise

Access to practitioners across industries whose judgment defines what good work actually looks like.

We begin with finance and legal. Our horizon is professional knowledge work as a whole.

Progress here requires more than increasingly powerful models. It needs a precise understanding of what expert performance looks like, how it can be learned, and evaluation that experts themselves would trust.

We are early, deliberate and building for the long term.