Pinterest built Metrics Board, a central platform that automates metric creation, quality checks, documentation, and publishing, making metrics easier to manage and trust. It now handles over 98% of experimentation metrics, cuts development time from weeks to days, and gives AI agents access to reliable, well-defined metrics for answering data questions.