Why I changed how I pitch AI: It’s no longer about saving money, but managing tokens and adoption

This document discusses how modern AI systems operate probabilistically rather than deterministically, the need for organizational and leadership acceptance of inherent variability, and the recommendation to adapt QA standards and contractual terms to tolerate statistical margins of error to avoid stalling AI projects.