Ground truth will set you free.

AI systems depend on annotation, review, evaluation, and feedback workflows long before they reach production. At scale, every unresolved decision creates pressure for more labels, more review, and more feedback. Without governance, that extra work does not produce better supervision. It produces rework, review burden, and quality claims the system cannot defend.

Hi! I’m Matt Hartigan, Annotation Systems Architect. I help AI teams diagnose why more labels, reviews, rankings, and corrections fail to produce better supervision. If this sounds familiar, you’ve come to the right place. Take a look around and let’s see how I can help!