Why token spend is a lagging indicator
Token usage tells you that your engineers are using AI. You need different data to know where that usage is going — and what’s driving the gap between adoption and delivery outcomes.
How to make strategic AI bets
Whether you're governing AI spend across a large team or deciding which experiments to run with a limited budget, the decision logic is the same. This session gives you a framework for getting from "use more AI" to a specific, measurable starting point.
What good AI governance looks like
Ed Quick built a program that took a resistant engineering team to a 300% productivity lift with fewer engineers. He walks through the conditions that made it work: scoped problems, defined guardrails, outcome measurement from day one.
